When you opened the case, were the case fans or CPU fan on as well as the power supply fan?
If you don't have any power supply fans, were there any lights on on your motherboard?
And as Branflakes71 said, did you try unplugging the computer from the wall, waiting a full minute, then plugging it back in to see if it would boot and shut down normally again?