Don't know why the remote is doing that, but you can do a backup of that remote and restore the configuration to another working remote.
My guess is it's discharging them when it's not in use, that's something that occasionally happens with stuff that doesn't have a physical power interruption with the power key at times.
I'd try a factory reset on the remote after the backup and see if that stops the behavior.
