I just want to add that the PSU doesn't seem to be losing power completely because I still see lights for the GPU and LED mouse.
But it won't turn on immediately after the force shut down
I have to turn the PSU off for a few seconds then back on.
Also, the problem seems to be growing worse. It's shutting down in shorter time intervals!