If they all work normally when turned on individually, then I think the problem is going to be traced back to a common B+ or B- point that they all share. I think if you put a digital volt meter on the circuit, and start turning lights on, you will see the voltage begin to drop off. Again, this problem can be either the battery positive side that the lights all share or the battery negative of the circuit.