Something has failed. Since you seem to be able to exchange parts, I suggest that you do so in some sort of an organized manner, one part at a time in order to find the failing part.
Take the parts out of the case, and start exchanging parts. My guess is the psu or the motherboard.
Is it possible that dust has accumulated, and there is a heat issue?