Yes, due to internal chemical reactions, all batteries self-discharge when not being used. The rate of their natural discharge depends on the battery chemistry, storage temperature and the condition of the battery. AGM deep-cycle batteries have a self-discharge rate from 1% to 5% per month. Lithium deep-cycle batteries have an even better discharge rate of 0.5% to 3% per month.