While using the remote desktop it may happens that the Windows key gets “stuck”. You will realize it when you start typing and while pressing m all windows are minimized or while pressing r the run window appears.
You will get with almost 100% chance this behavior if you lock your computer by pressing Win+L.
To solve it, just lock your machine again with Win+L and login again. This will unlock the Windows key.