Well it's quite stupid by me but oh well.

You need to have SK in full screen. Then open the Steam Overlay and minimize. Now you can't restore SK back and it's minimized forever, forcing you to end the process with Task Manager.

Not a big deal, but can be annoying. Especially, that the Overlay uses Shift + Tab and switching windows is CTRL + Tab