Panozzo grew up in Chicago, Illinois. He had a fraternal twin brother, Chuck. At age 7, the twins took musical lessons from their uncle. John took an interest in drums and percussion. They attended Catholic school. They were part of a 3-piece accordion band in which John played drums and Chuck played guitar. They would play weddings at age 12 and were paid $15 apiece.