You should lookup your motherboard manual or something to see what the LEDs mean. From what you say here, it sounds like the POST might be failing due to the CPU. Maybe try reinserting the CPU.
It could also be that it posts but then it should display and let you get into the bios. So not sure. It’s hard to diagnose without more info.