Listen to Don't Take Your Love From Me online. Don't Take Your Love From Me is an English language song and is sung by Frank Sinatra. Don't Take Your Love From Me, from the album The 100th Birthday Swing Album, was released in the year 2015. The duration of the song is 1:57. Download English songs online from JioSaavn.