diff --git a/python/sglang/srt/layers/layernorm.py b/python/sglang/srt/layers/layernorm.py
index 6504923a3..23c46113a 100644
--- a/python/sglang/srt/layers/layernorm.py
+++ b/python/sglang/srt/layers/layernorm.py
@@ -367,6 +367,22 @@ class RMSNorm(MultiPlatformOp):
             x = x.contiguous().reshape(-1, original_shape[-1])
         elif not x.is_contiguous():
             x = x.contiguous()
+        if is_batch_invariant_mode_enabled():
+            if (
+                residual is not None
+                or self.cast_x_before_out_mul
+                or get_global_server_args().rl_on_policy_target == "fsdp"
+                or (self._fused_pad_kernel is not None and self.x_pad_to_multiple > 0)
+            ):
+                return self.forward_native(x, residual, post_residual_addition)
+            out = rms_norm_batch_invariant(
+                x,
+                self.weight.data,
+                self.variance_epsilon,
+            )
+            if needs_reshape:
+                out = out.reshape(original_shape)
+            return out
         # Fused (add +) rmsnorm + zero-pad path. Triggered when caller
         # constructed RMSNorm with x_pad_to_multiple > 0. Output last
         # dim is padded up; residual_out stays at original width. Used
@@ -412,6 +428,19 @@ class RMSNorm(MultiPlatformOp):
         if not _has_vllm_rms_norm:
             return self.forward_native(x, residual, post_residual_addition)
 
+        if is_batch_invariant_mode_enabled():
+            if (
+                residual is not None
+                or self.cast_x_before_out_mul
+                or get_global_server_args().rl_on_policy_target == "fsdp"
+            ):
+                return self.forward_native(x, residual, post_residual_addition)
+            return rms_norm_batch_invariant(
+                x,
+                self.weight.data,
+                self.variance_epsilon,
+            )
+
         if not x.is_contiguous():
             # NOTE: Remove this if aiter kernel supports discontinuous input
             x = x.contiguous()