If you have a voltmeter, it should have DC amp setting. Connect the ammeter in series with the power wire of the electronics you suspect. (Remember voltage is across, current is through.) If it's "off" but you get a current reading, then it's not really off.
Or, place the ammeter directly in series with the main + battery cable. If you get a reading, then there's leakage somewhere. You can then start unplugging things until you find the culprit.
I replaced my stereo a few years ago and unlike my original radio, this one had an LED display that was active even if the radio is off. Forgot to set battery switch to off before leaving the boat one weekend and returned to dead battery the following week. Needless to say, radio (and any new electronics) is now on a switch panel I installed on the helm so I can kill the power to things when not in use.
Update: Whoops....just checked the link in previous post above. Essentially the same process I outlined.