diff --git a/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/reshape_fc_fusion.cpp b/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/reshape_fc_fusion.cpp
deleted file mode 100644
index bacc0bbef6e7ab..00000000000000
--- a/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/reshape_fc_fusion.cpp
+++ /dev/null
@@ -1,76 +0,0 @@
-// Copyright (C) 2018-2023 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#include "reshape_fc_fusion.hpp"
-#include "transformations/cpu_opset/common/op/fully_connected.hpp"
-#include <numeric>
-#include <ngraph/opsets/opset1.hpp>
-#include <ngraph/rt_info.hpp>
-#include <ngraph/pattern/op/wrap_type.hpp>
-#include <ngraph/pattern/op/or.hpp>
-
-#include "itt.hpp"
-
-ov::intel_cpu::ReshapeFullyConnectedFusion::ReshapeFullyConnectedFusion() {
-    MATCHER_SCOPE(ReshapeFullyConnectedFusion);
-    auto m_reshape = ngraph::pattern::wrap_type<ngraph::opset1::Reshape>({ngraph::pattern::any_input(ov::pass::pattern::has_static_shape()),
-                                                                          ngraph::pattern::any_input()},
-                                                                         ngraph::pattern::has_static_shape());
-    ngraph::OutputVector fcInputs = {m_reshape, ngraph::pattern::any_input()};
-    auto fc = ngraph::pattern::wrap_type<ov::intel_cpu::FullyConnectedNode>(fcInputs, ngraph::pattern::has_static_shape());
-
-    ngraph::matcher_pass_callback callback = [](ngraph::pattern::Matcher &m) {
-        auto fc = std::dynamic_pointer_cast<ov::intel_cpu::FullyConnectedNode>(m.get_match_root());
-        if (!fc)
-            return false;
-        auto reshape = std::dynamic_pointer_cast<ngraph::opset1::Reshape>(fc->get_input_node_shared_ptr(0));
-        if (!reshape)
-            return false;
-
-        // Check that Reshape reshapes 4D tensor to 2D or input shape = output shape
-        auto shape_in = reshape->input_value(0).get_shape();
-        auto shape_out = reshape->get_shape();
-        if (!((shape_in.size() == 4 && reshape->get_shape().size() == 2) || (shape_in == shape_out && !shape_in.empty()))) {
-            return false;
-        }
-
-        // Check that Weights[O, C*H*W] consistent with Input[N, C, H, W]
-        auto shape_w = fc->input_value(1).get_shape();
-        if (shape_in[0] != shape_out[0] || std::accumulate(shape_in.begin() + 1, shape_in.end(), size_t{1}, std::multiplies<size_t>()) != shape_w[1]) {
-            return false;
-        }
-
-        ngraph::NodeVector new_ops;
-        auto weightInput = fc->input(1).get_source_output();
-        ngraph::Shape newWeightsShape;
-        const auto outShape = fc->get_shape();
-        if (shape_in.size() == 3) {
-            newWeightsShape = ngraph::Shape({outShape[2], shape_in[2]});
-        } else {
-            newWeightsShape.push_back(outShape[1]);
-            for (size_t i = 1; i < shape_in.size(); i++)
-                newWeightsShape.push_back(shape_in[i]);
-        }
-
-        if (newWeightsShape != weightInput.get_shape()) {
-            auto newShape = std::make_shared<ngraph::opset1::Constant>(ngraph::element::i64, ngraph::Shape{newWeightsShape.size()}, newWeightsShape);
-            weightInput = std::make_shared<ngraph::opset1::Reshape>(weightInput, newShape, true);
-            new_ops.push_back(weightInput.get_node_shared_ptr());
-        }
-
-        std::shared_ptr<ngraph::Node> new_fc = std::make_shared<ov::intel_cpu::FullyConnectedNode>(
-                                                                        reshape->input_value(0),
-                                                                        weightInput,
-                                                                        ngraph::Rank(outShape.size()),
-                                                                        fc->output(0).get_element_type());
-        new_ops.push_back(new_fc);
-        new_fc->set_friendly_name(fc->get_friendly_name());
-        ngraph::copy_runtime_info({reshape, fc}, new_ops);
-        ngraph::replace_node(fc, new_fc);
-        return true;
-    };
-
-    auto m = std::make_shared<ngraph::pattern::Matcher>(fc, matcher_name);
-    register_matcher(m, callback);
-}
diff --git a/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/reshape_fc_fusion.hpp b/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/reshape_fc_fusion.hpp
deleted file mode 100644
index 61c16353356179..00000000000000
--- a/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/reshape_fc_fusion.hpp
+++ /dev/null
@@ -1,19 +0,0 @@
-// Copyright (C) 2018-2023 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#pragma once
-
-#include <ngraph/pass/graph_rewrite.hpp>
-
-namespace ov {
-namespace intel_cpu {
-
-class ReshapeFullyConnectedFusion : public ov::pass::MatcherPass {
-public:
-    OPENVINO_RTTI("ReshapeFullyConnectedFusion", "0");
-    ReshapeFullyConnectedFusion();
-};
-
-}   // namespace intel_cpu
-}   // namespace ov
diff --git a/src/plugins/intel_cpu/src/transformations/cpu_opset/convert_to_cpu_specific_opset.hpp b/src/plugins/intel_cpu/src/transformations/cpu_opset/convert_to_cpu_specific_opset.hpp
index 2836f0ea4f1aa7..ab6018346f8b5d 100644
--- a/src/plugins/intel_cpu/src/transformations/cpu_opset/convert_to_cpu_specific_opset.hpp
+++ b/src/plugins/intel_cpu/src/transformations/cpu_opset/convert_to_cpu_specific_opset.hpp
@@ -5,7 +5,6 @@
 #include <ngraph/pass/constant_folding.hpp>
 #include "ngraph/op/fake_quantize.hpp"
 #include "ngraph/pass/manager.hpp"
-#include "common/pass/reshape_fc_fusion.hpp"
 #include "common/pass/align_matmul_input_ranks.hpp"
 #include "transformations/common_optimizations/reshape_prelu.hpp"
 #include "common/pass/convert_broadcast_to_tiles.hpp"
@@ -41,9 +40,6 @@ inline void ConvertToCPUSpecificOpset(std::shared_ptr<ngraph::Function> &nGraphF
     CPU_REGISTER_PASS_COMMON(manager, ConvertToLeakyRelu);
     CPU_REGISTER_PASS_COMMON(manager, ConvertToSwishCPU);
     CPU_REGISTER_PASS_COMMON(manager, OptimizeSequenceTransposes);
-    if (!ov::op::util::has_op_with_type<ngraph::op::FakeQuantize>(nGraphFunc)) {
-        CPU_REGISTER_PASS_COMMON(manager, ReshapeFullyConnectedFusion);
-    }
     // after transformation "MoveEltwiseUpThroughDataMov" there can be reshaped sequences that should be eliminated or fused
     CPU_REGISTER_PASS_COMMON(manager, ov::pass::ReshapeSequenceFusion);
     CPU_REGISTER_PASS_COMMON(manager, ov::pass::ConstantFolding);