diff --git a/vllm/worker/cpu_model_runner.py b/vllm/worker/cpu_model_runner.py
index e3464c0d3900..148332f3402f 100644
--- a/vllm/worker/cpu_model_runner.py
+++ b/vllm/worker/cpu_model_runner.py
@@ -355,6 +355,7 @@ def prepare_model_input(
             input_positions=input_positions,
             attn_metadata=attn_metadata,
             sampling_metadata=sampling_metadata,
+            multi_modal_kwargs=multi_modal_kwargs,
         )
 
     @torch.inference_mode()