Trailer Brakes

Yes, I would replace the battery. Sounds to me like the battery is toast. They charge from the vehicle and if you don't pull the battery when you store them for any length of time and put them on a trickle charger or charge them up every now and again they go bad and cause troubles. In my expierence anyway.