Yes, rechargeable batteries go bad if not used. While it’s not a bad idea to keep rechargeable batteries around, it is a bad idea not to use them once in a while. Chemicals within the batteries react together when unused and start reducing stored charge. Even if many rechargeable batteries can hold a charge for long periods, they will self-discharge if you don’t take advantage of it.