Just a thought
Could it be possible that some "nasty" has transferred from the usb stick and is fooling the system into thinking that the drive is there so it can sit on the computer doing whatever it is designed to do without antivirus, etc, discovering it?
Could be worth running Malwarebytes Antimalware as well, just to be sure.....