diff --git a/vllm/model_executor/layers/rotary_embedding/mrope.py b/vllm/model_executor/layers/rotary_embedding/mrope.py
index 3c184ce9d6316..0592aa8f967a6 100644
--- a/vllm/model_executor/layers/rotary_embedding/mrope.py
+++ b/vllm/model_executor/layers/rotary_embedding/mrope.py
@@ -357,6 +357,15 @@ class MRotaryEmbedding(RotaryEmbeddingBase):
         key = torch.cat((key_rot, key_pass), dim=-1).reshape(key_shape)
         return query, key
 
+    def forward_cpu(
+        self,
+        positions: torch.Tensor,
+        query: torch.Tensor,
+        key: torch.Tensor | None = None,
+        offsets: torch.Tensor | None = None,
+    ) -> tuple[torch.Tensor, torch.Tensor | None]:
+        return self.forward_native(positions, query, key, offsets)
+
     @staticmethod
     def get_next_input_positions(
         mrope_position_delta: int,