Sounds like your front panel connectors may be incorrectly connected to your motherboard. You will need to get your motherboard manual, open the case, and verify that the right wire connectors (usually labeled clearly) are connected to the right pins on the motherboard. Not a big deal. Should take you just a few minutes.
BTW, disconnect all power sources, including powered speakers and your monitor before you do anything inside your case.