I think Ryu's right - sounds like the motherboard isn't getting -12v. I hade the same symptoms with an Eyetech tower I had years ago but one of their tech support guys helped me fix it.
-12v is the middle pin on the square PSU connector - maybe the pin has been pushed back inside the connector and isn't making contact when you plug it in.
