diff --git a/src/plugins/intel_gpu/src/graph/graph_optimizer/prepare_primitive_fusing.cpp b/src/plugins/intel_gpu/src/graph/graph_optimizer/prepare_primitive_fusing.cpp
index 39cbc1aa89b4e2..d98f79f058ae26 100644
--- a/src/plugins/intel_gpu/src/graph/graph_optimizer/prepare_primitive_fusing.cpp
+++ b/src/plugins/intel_gpu/src/graph/graph_optimizer/prepare_primitive_fusing.cpp
@@ -922,8 +922,7 @@ void prepare_primitive_fusing::fuse_simple_primitives(program &p) {
                                       (parents[i].first->is_type<gather>()) ||
                                       (parents[i].first->is_type<reduce>() &&
                                        reduce_supports_fusings(parents[i].first->as<reduce>())) ||
-                                      (parents[i].first->is_type<lrn>()) ||
-                                      (parents[i].first->is_type<crop>());
+                                      (parents[i].first->is_type<lrn>());
             }
 
             // Disable fusion to a node on constant path when second input is in data flow
@@ -1063,6 +1062,9 @@ void prepare_primitive_fusing::fuse_simple_primitives(program &p) {
                                     fused_node->get_input_pshape().rbegin()->is_dynamic();
 
                 if (is_fc_lora || is_conv_lora || is_gemm_lora) {
+                    if (!can_fuse_parents[peer_idx]) {
+                        return;
+                    }
                     std::swap(peer_node, fused_node);
                 }
             }