diff --git a/vllm_ascend/platform.py b/vllm_ascend/platform.py
index 750616a9052..f884bbef0dd 100644
--- a/vllm_ascend/platform.py
+++ b/vllm_ascend/platform.py
@@ -359,6 +359,18 @@ def check_and_update_config(cls, vllm_config: VllmConfig) -> None:
                 "needs to be equal if use pcp or dcp > 1 in P/D disaggregate and kv pool scenario."
             )
 
+        # NOTE: vllm sets `speculative_config.enforce_eager` as True if using
+        # deepseek_v32 with mtp. Since we support graph mode, we simply ignore
+        # it here. However, this fix will also implicitly ignore user setting of
+        # `speculative_config.enforce_eager`, we need to take care and remove it
+        # once vllm supports this feature.
+        speculative_config = vllm_config.speculative_config
+        if model_config and speculative_config and \
+            hasattr(model_config.hf_text_config, "model_type") and \
+            model_config.hf_text_config.model_type == "deepseek_v32" and \
+            speculative_config.enforce_eager:
+            speculative_config.enforce_eager = False
+
     @classmethod
     def import_kernels(cls) -> None:
         # Directly importing vllm_ascend_C prevents ASCEND_RT_VISIBLE_DEVICES