The green LED Test Light only works when all cables are not plugged into it......will light up green when PC running.
I highly doubt theres an issue with your psu...as mentioned above try setting it up outside the case and systematically go thru plugging in each piece of hardware.......but I would hazard a guess and say its most likely your Board...