Remote will not cause noise. It's not part of the amp's input or output circuitry, it's simply a toggle that turns the amp on and off. Couldn't happen on one amp, let alone three.
I have had remote turn-on leads from the head unit cause noise before...but since I don't know what I am talking about, it must have been something else.