I had the same issue. My HU ground was connected to the starting battery neg and my amp's ground was connected to my stereo battery neg. I moved the HU ground to the the stereo batt ground and the noise went away. So check that every component in your stereo system is connected to the same battery, both pos and neg, and the noise should go away.
Al
2006 Mobius LSV