I actually just got mine up and running yesterday. I don't think it has an LED showing that the board is getting power. There are LEDs that come on once the PC is turned on, but no indicators once it is powered down.
Are you trying to power up the motherboard without RAM and a CPU? Do you have another PSU you can try?