H2oWorm 0 Newbie Poster

HELLLLLLLLLLLP!!!!!!!!! When I shut down my computer the fan gets extremely loud. the only way to quiet it down is to unplug it. when I plug it back in it's still loud UNTIL I power on the machine, then it's normal/quiet. Do I need to replace the Power supply??