If this was mine I'd remove the battery connections for cleaning and reconnection then go ahead and put the charger on it until the charger called the battery fully charged and try again.

If the battery is years old, the battery is taken to the usual Autozone for a test and possibly replacement.

Be sure to check both ends of the fat battery cable. I've found the other end corroded more than once.