Listen to It don't mean a Thing online. It don't mean a Thing is an English language song and is sung by Dizzy Gillespie. It don't mean a Thing, from the album Distinguished Gentleman, was released in the year 2016. The duration of the song is 6:36. Download English songs online from JioSaavn.