Hi Jack..
I assume that you connected both power supply connections to your board.. the 24wire EATXPWR and the 8wire EATX12V.. Disconnect the 8wire EATX12V power supply connection from the board and see if the power supply will stay on when you start the system.. It won't boot that way.. but the supply may stay on.