Just because the fans spin up does not mean it is powering up everything fine. Still could be PSU, CPU, RAM, or the onboard memory controller not accepting the RAM for sharing with the video. Also, try 1 RAM stick at a time and listen for beeps when it is powered up.
Do you have another PSU to borrow from another rig to test it out? That can rule out the PSU issue now.