most of the time the lights only come on if the mouse is moved or if buttons are touched. when you shut down your PC (and make sure it's not sleeping or hibernating or whatever) just make sure you don't touch the mouse afterwards and it should turn off and stay off.
if not, there are usually BIOS settings for this or after shutting down your PC you could always unplug it or hit the PSU switch.