You are apparently getting power to the board (you are testing the wrong pins coming out of the 9V female power jack…use the 3rd pin on the bottom of the board). Are you getting 5 volts on the 5 volt test points?
Do any of the other LEDs turn on? If so, then the power LED is probably backwards. Have you tested it yet?
-Brach