I'm having exactly the same problem. The Motherboard LED comes on. The LAN port light comes on. My keyboard lights flicker. But there are no fans running, (I have 3, and they are plugged in) and the monitor doesn't show anything.
I have an Abit NF7-S, Lite-On case with 400W power. I just...