Listen to I Don't Mean a Thing online. I Don't Mean a Thing is an English language song and is sung by Dizzy Gillespie. I Don't Mean a Thing, from the album Dizzy Gillespie Stardust, was released in the year 2016. The duration of the song is 6:35. Download English songs online from JioSaavn.