diff --git a/src/common/transformations/include/ov_ops/type_relaxed.hpp b/src/common/transformations/include/ov_ops/type_relaxed.hpp
index 6b72c757231..c0c37b2ebc0 100644
--- a/src/common/transformations/include/ov_ops/type_relaxed.hpp
+++ b/src/common/transformations/include/ov_ops/type_relaxed.hpp
@@ -88,9 +88,13 @@ protected:
         for (size_t i = 0; i < node.get_input_size(); ++i) {
             auto origin_input_type = get_origin_input_type(i);
             if (origin_input_type != element::undefined) {
-                OPENVINO_SUPPRESS_DEPRECATED_START
-                node.get_input_tensor(i).set_tensor_type(origin_input_type, node.get_input_partial_shape(i));
-                OPENVINO_SUPPRESS_DEPRECATED_END
+                auto parameter = dynamic_cast<ov::op::v0::Parameter*>(node.get_input_node_ptr(i));
+                if (parameter != nullptr) {
+                    parameter->set_element_type(origin_input_type);
+                }
+                if (parameter != nullptr) {
+                    parameter->set_partial_shape(node.get_input_partial_shape(i));
+                }
             }
         }
     }
@@ -98,9 +102,13 @@ protected:
     void restore_input_data_types(Node& node, const element::TypeVector& old_input_types) {
         // Restore original input data types
         for (size_t i = 0; i < node.get_input_size(); ++i) {
-            OPENVINO_SUPPRESS_DEPRECATED_START
-            node.get_input_tensor(i).set_tensor_type(old_input_types[i], node.get_input_partial_shape(i));
-            OPENVINO_SUPPRESS_DEPRECATED_END
+            auto parameter = dynamic_cast<ov::op::v0::Parameter*>(node.get_input_node_ptr(i));
+            if (parameter != nullptr) {
+                parameter->set_element_type(old_input_types[i]);
+            }
+            if (parameter != nullptr) {
+                parameter->set_partial_shape(node.get_input_partial_shape(i));
+            }
         }
 
         if (m_original_output_data_types.empty()) {
diff --git a/src/core/include/openvino/core/descriptor/tensor.hpp b/src/core/include/openvino/core/descriptor/tensor.hpp
index 7ed18bfb759..b01378826bd 100644
--- a/src/core/include/openvino/core/descriptor/tensor.hpp
+++ b/src/core/include/openvino/core/descriptor/tensor.hpp
@@ -65,9 +65,6 @@ public:
     void set_names(const std::unordered_set<std::string>& names);
     void add_names(const std::unordered_set<std::string>& names);
 
-    OPENVINO_DEPRECATED("set_tensor_type() is deprecated. To change Tensor type please change the Parameter type")
-    void set_tensor_type(const element::Type& element_type, const PartialShape& pshape);
-
     /// \brief sets lower bound value description
     void set_lower_value(const ov::Tensor& value);
     /// \brief sets upper bound value description
diff --git a/src/core/src/descriptor/tensor.cpp b/src/core/src/descriptor/tensor.cpp
index 1ee7417002a..08d08264172 100644
--- a/src/core/src/descriptor/tensor.cpp
+++ b/src/core/src/descriptor/tensor.cpp
@@ -35,14 +35,6 @@ ov::descriptor::Tensor::Tensor(const element::Type& element_type,
     m_name_it = m_names.cend();
 }
 
-OPENVINO_SUPPRESS_DEPRECATED_START
-void ov::descriptor::Tensor::set_tensor_type(const element::Type& element_type, const PartialShape& pshape) {
-    m_element_type = element_type;
-    m_partial_shape = pshape;
-    m_shape_changed = true;
-}
-OPENVINO_SUPPRESS_DEPRECATED_END
-
 void ov::descriptor::Tensor::invalidate_values() {
     m_upper_value = {};
     m_lower_value = {};
diff --git a/src/core/src/node.cpp b/src/core/src/node.cpp
index 70b18e710f4..4d088112581 100644
--- a/src/core/src/node.cpp
+++ b/src/core/src/node.cpp
@@ -254,9 +254,13 @@ void ov::Node::set_input_is_relevant_to_value(size_t i, bool relevant) {
 }
 
 void ov::Node::set_output_type(size_t i, const element::Type& element_type, const PartialShape& pshape) {
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    get_output_descriptor(i).get_tensor_ptr()->set_tensor_type(element_type, pshape);
-    OPENVINO_SUPPRESS_DEPRECATED_END
+    auto parameter = dynamic_cast<ov::op::v0::Parameter*>(get_input_node_ptr(i));
+    if (parameter != nullptr) {
+        parameter->set_element_type(element_type);
+    }
+    if (parameter != nullptr) {
+        parameter->set_partial_shape(pshape);
+    }
 }
 
 std::string ov::Node::description() const {