Sounds like there's sparking inside the scope. If you haven't been able to locate it by listening, you should be able to see burns on one of the boards.
It could also be a breakdown in the isolation of the cable that feeds the acceleration-voltage (the big black rubber cap on the CRT - BE REALLY CAREFUL AROUND THAT THING! Even with the scope turned Off, the capacitors can still hold lethal amounts of power!)