Cheap batteries that can't handle a load very well?? I use NiMH that have about 1.2 volts and have no problems with the remote.
I had some cheap Sunbeam batteries that would show 1.55 volts without load and would drop to 1.1 volts as soon as I put a 100 Ma load on them.