(1) Press F for Fullscreen mode.
(2) Press ctrl + . to hide it automatically.
(3) Press F again.
If that doesn't work, press F twice for entering and leaving Fullscreen mode.
(BTW, it's a bug, but I haven't seen that behavior since installing the latest update.)