Auto hide Taskbar Windows 10

There is a tick box for this but sometimes it stops working, leaving the Taskbar up and hiding vital buttons in full screen windows. Go away!
The solution for me was to go to Task Manager/Processes, right click on Windows Explorer and Restart it.