If you don't have a PSU tester, you can do a quick test to see if the PSU itself is a problem. with PSU disconnected from everything and unplugged from power, jumper a wire from the green wire on the 20+4-pin connector to any black wire. make sure the switch on the back of the PSU is OFF. Plug in the 120V AC plug from the wall to PSU, then flip the switch on the PSU to ON position. The fans on the PSU should start humming or blowing air. If this happens, then you PSU should be good.
I do suggest having a PSU tester, because they give you more info, and some have LCD readouts for voltages. they're usually pretty cheap and save a lot of headaches.
If your PSU tests fine, then re-check how your reset, power & LED connections are plugged in. Always nice to power the MoBo with the CPU, and only 1 stick of RAM before connecting anything else to board, as a test to make sure the MoBo is working properly. Becomes a little more difficult to isolate and test with everything connected, initially.