Di2 Battery drain caused by Rear mech

I have been having an issue with my old 10 speed Di2 where the battery has started draining between rides (every 5 or so days). I have recently replaced the battery and this has not resolved the problem. Therefore i started disconnecting components and found that if i disconnect the rear mech between rides then the problem goes away. Any idea what i need to do to fix this?
Thanks