That can happen if batteries are stone dead.
Check the batteries first with a volt meter.
- Also look for any date codes...
If they are +12v you can try charging with a car charger but charge them as SLOW as possible as you don't know their condition. [Some car charges do +6v too.]
MONITOR THEM while charging. - If they get hot then stop.