Are your RCA's run near your power cords or an PC cords etc?
Anything electrical can induce noise into the system, although it sounds like the unit itself maybe busted?
Have you tried cleaning the RCA input terminals or slightly pushing or pulling the RCA's out a little? Maybe bad connections?