.....which is fed by the power supply and the big filtering caps.
One more thing. Do you have a few more appliances or other electric equipment plugged in the same electric circuit? If so, unpugged everything else except the amp and see what happen.
Dimmers are inherently "noisy". The noise is not so much radiated into the room AFAIK but is sent along the wires to anything else plugged into the same circuit. So the simplest/cheapest solution is to plug your gear into a different circuit -- if you can find one in your room.
Also, do speaker cables lie along or near any mains cables?