Checked for burn spots. CPU looks fine.
PSU seems to be working fine since rest of the motherboard/DVD Drive/LEDs etc seems to be working well.
And it was in fine condition for a week. Ran a few benchmarking tests also which loaded the CPU quite a bit without any problems.
I think I will go to ASUS and rma.
Will update this thread if anything comes up