Like my computer, the processor fan spins when the power supply switch turns on but later it stops spinning. It is normal.
Try to boot it in bare minimum setup. Troubleshoot them outside the case, place your motherboard with processor, memory, video card, and power supply in a non-conductive material outside the computer case. Locate the power switch terminal on the motherboard then temporarily short it by a small screwdriver tip then release it. Check if it will boot.