I solved this issue by swapping my PSU with a new one. The Mobo was indeed receiving power and everything was turned on including my ARGB fans and AIO cooler. I did everything from reseating the RAMs and unplugging all the cables. So I thought that it was a CPU issue and the first thing I check was if it receives power from the CPU power cable. Turned out, the 8 pin cable was broken.