battery issues

Does anyone have a clue to why my 1978 E27 Atomic 4 (gas) will start right up connected to shore power but when disconnected won't even turn over? I have a feeling my batteries are bad. The radios, blower and most of the 12volt electronics run fine on battery power only Thanks! Chris