Well I'd still say the part to try first would be the PSU. Seeing the PC just go off like that is most consistent with the protection circuits in there tripping.
The stress tests done focus on just CPU or GPU but might not stress the whole system at once in the same way. So as an educated guess, in order of likelihood - PSU, then GPU, then motherboard.