Arduino Prototype is leaking power somehow?

This voltage drop is exactly what I think is happening. My question is why? There shouldn't be much load from just an AVR 1284P at 8mhz. Before when I used a 328P I didn't have this problem but I did change other things aswell. Could a decoupling cap cause this? Should I add a resistor in between the boards vcc and the controllers battery pack?