In fact, it’s due to the GFW in China mainland. Your VPN is not reliable enough. When the https connect broken for some reason, the Git clone of the plugin manager will fail too. Then leave an empty folder (with .git info).
The robustness of the plugin manager is also not so good in my point of view.