Listen to Don't Let It Bother You online. Don't Let It Bother You is an English language song and is sung by Fats Waller and his Rhythm. Don't Let It Bother You, from the album Look Down, was released in the year 2017. The duration of the song is 2:48. Download English songs online from JioSaavn.