The "Teflon" part refers to a "non-stick" material used to cover pots and pans making cleanup a lot easier. During the late 80's and early 90's Gotti was constantly being charged with many crimes, but the prosecutors couldn't get any of the charges to "stick" (Gotti was always found "innocent" in court).

That all changed when Sammy Gravano turned against him.