The preamp needs service. The first thing if servicing this that I would check would be the power supplies- making sure the filter caps are fresh, and that the regulator isn't oscillating.
If that did not sort it out I would be looking at the circuitry around the volume control itself- it sounds like the active device after the volume is lacking a stopping resistor, or has developed a noise problem.
If that did not sort it out I would be looking at the circuitry around the volume control itself- it sounds like the active device after the volume is lacking a stopping resistor, or has developed a noise problem.