2005 Other Lincoln Models 2005 Lincoln Navigator

Sometimes the battery goes dead when it sits overnight. Not always, just sometimes. The battery is new, the cables and connections are good, the alternator is fine. Sometimes after it is shut off, I can hear what sounds like a small air compressor still running. I suspect this is what is draining the battery. Any thoughts?