Rob, the fact that this noise is present even when the coaxial cable to the sub isn't connected and the only connection is the power cord, shows that this isn't a ground loop noise, since there's no connection to form a loop. Apparently there's a problem in the power supply section of the sub amp and either the rectifier or a filter capacitor is going bad.

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Enjoy the music, not the equipment.