I just got the exact same mobo+cpu combo, and I have the same issue. DRAM light comes on after a brief CPU light flash, then stays on. The RGB LEDs on the RAM (Silicon Power 6000 30 , on the compatibility list) come on.
I don't have components laying around to swap out, so I'm not sure what to...