Ah that would be the flyback transformer. Plainly audible to us these days now that most TVs don't have them any more. (I think GP is talking about something else btw)
Most of the time in non-old devices it's a bad (either of quality or age) capacitor whining. It's infuriating enough in itself but can give me nausea on top of it!