I suspect the problem might be that you've wired your speed controllers backwards. The red and black leads coming out one side of your ESCs should go to the battery, and the two black leads coming out the other side should go to your motors.

From what I can see, the rest of the wiring looks okay, so I'd try rectifying the ESCs first then trying again.