Do you have a power switch connected to the board if this rig is not in a computer case?  You said you turn on the PSU and nothing happens but lights come on.  I am guessing you are doing this with the switch on the back of the PSU?  You still need to somehow short the 2 power switch pins on the motherboard by either using something metal to connect the 2 for a second or with a power switch.