diff --git a/dvc/fs/fsspec_wrapper.py b/dvc/fs/fsspec_wrapper.py
index 68a70bda0..b4c730ce7 100644
--- a/dvc/fs/fsspec_wrapper.py
+++ b/dvc/fs/fsspec_wrapper.py
@@ -71,7 +71,7 @@ class FSSpecWrapper(BaseFileSystem):
             yield path_info.replace(path=file)
 
     def remove(self, path_info):
-        self.fs.delete(self._with_bucket(path_info))
+        self.fs.rm(self._with_bucket(path_info))
 
     def info(self, path_info):
         info = self.fs.info(self._with_bucket(path_info)).copy()
diff --git a/setup.py b/setup.py
index 0686f40c3..41e7cff5c 100644
--- a/setup.py
+++ b/setup.py
@@ -95,7 +95,7 @@ install_requires = [
 
 # Extra dependencies for remote integrations
 
-gs = ["gcsfs @ git+https://github.com/isidentical/gcsfs@support-delete"]
+gs = ["gcsfs>=0.7.2"]
 gdrive = ["pydrive2>=1.7.3", "six >= 1.13.0"]
 s3 = ["boto3>=1.9.201"]
 azure = ["adlfs>=0.6.3", "azure.identity>=1.4.0", "knack"]