It could be ground loop Hum. Try google and see if any of those remedies help you.
Chances of ground loop hum is less as I am getting the hum sound even when I am hearing through my headphones directly from the Deck using its own built in amp.
Ground loop hum occurs when 2 or more devices are connected.Correct me if I am wrong.