Listen to You Can Leave Your Hat On online. You Can Leave Your Hat On is an English language song and is sung by Joe Cocker. You Can Leave Your Hat On, from the album The Best of Joe Cocker, was released in the year 1992. The duration of the song is 4:15. Download English songs online from JioSaavn.