kawhead called it. You have a bad banjo. I have had this problem on mine for years, just never got around to fixing it. It smokes terribly at the beginning of each season, other than that its not noticeable. Sounds like yours is worse it's probably time to change it.
The heads have nothing to do with it.
Why did you put JD heads on it?