Double checked everything and still no beep. I'm using the ASRock 970 Extreme3, if that helps. It beeped with the other components missing though.
*UPDATE* So I went ahead and installed everything into the case and it worked just fine with a beep, so it must have been some bad connection or something. Thanks guys.