This doesn't sound like a HD failure--those don't show up until after the POST is complete.
Most power supply problems show up even earlier than this, the supply doesn't stabilize in time and the board shuts down.
That basically leaves the MB as the culprit--and even if you can get one it's unlikely to be economic on a machine that old.