Switch off all equipment individually. Leave the battery switch on.
Disconnect the positive battery cable and, with the multimeter set to the DC-volt setting, take a voltage reading between the battery terminal and the cable. If it reads 12 volts — or any voltage, really — you have a leak.
Turn the battery switch off.