[2020] Stellaris fails to quit running

I've seen that happen when the launcher gets stuck open, but not after the game itself has run okay. If you run stellaris.exe directly from Windows Explorer, then exit it, does this still happen?

What antivirus app do you use? Perhaps it is holding something open.