Turn your PC off then your power supply off and then unplug your power supply cord from the PC. Now try to turn your PC on, that's to take care of the static. It can be many things. Some old monitors make this sound when the PC is not running and I have heard it coming from broken or damaged hubs.
Reconnect the USB afterwards to see if the noise gone.