diff --git a/dvc/fs/fsspec_wrapper.py b/dvc/fs/fsspec_wrapper.py
index daaf3a031..74021714a 100644
--- a/dvc/fs/fsspec_wrapper.py
+++ b/dvc/fs/fsspec_wrapper.py
@@ -102,7 +102,7 @@ class FSSpecWrapper(BaseFileSystem):
             yield path_info.replace(path=file)
 
     def remove(self, path_info):
-        self.fs.rm(self._with_bucket(path_info))
+        self.fs.rm_file(self._with_bucket(path_info))
 
     def info(self, path_info):
         info = self.fs.info(self._with_bucket(path_info)).copy()
diff --git a/dvc/fs/oss.py b/dvc/fs/oss.py
index 423607a85..6ed2f3f2f 100644
--- a/dvc/fs/oss.py
+++ b/dvc/fs/oss.py
@@ -39,6 +39,3 @@ class OSSFileSystem(CallbackMixin, ObjectFSWrapper):
         from ossfs import OSSFileSystem as _OSSFileSystem
 
         return _OSSFileSystem(**self.fs_args)
-
-    def remove(self, path_info):
-        self.fs.rm_file(self._with_bucket(path_info))