Listen to That's My Desire online. That's My Desire is an English language song and is sung by Maynard Ferguson and Big Bop Nouveau Band. That's My Desire, from the album Footpath Café, was released in the year 2011. The duration of the song is 4:07. Download English songs online from JioSaavn.