I'm leaning toward either the mobo or PSU being the problem. I'd try borrowing a PSU from another computer if possible, and then see if it works. If it does, just RMA your PSU and get a new one. If it dosen't, the mobo is likely the problem (though the PSU could also be a problem too). Replace the mobo and try firing it up again.
JigPu