diff --git a/keras/src/backend/openvino/trainer.py b/keras/src/backend/openvino/trainer.py
index ac2e64a8060c..f14615744663 100644
--- a/keras/src/backend/openvino/trainer.py
+++ b/keras/src/backend/openvino/trainer.py
@@ -92,8 +92,13 @@ def _parameterize_data(self, data):
         return parametrize_data
 
     def _get_compiled_model(self, data):
+        # OpenVINO compiled model cache is disabled for now.
+        # For more information, please visit:
+        # https://github.com/openvinotoolkit/openvino/issues/32045
+        use_cache = False
         if (
-            self.ov_compiled_model is not None
+            use_cache
+            and self.ov_compiled_model is not None
             and get_device() == self.ov_device
         ):
             return self.ov_compiled_model