Top Songs By Joe Cocker These are the most popular songs by the English rock and blues singer Joe Cocker. RANKSONG TITLERANKSONG TITLE 1With a Little Help From My Friends8High Time We Went 2Feeling Alright9Up Where We Belong 3You Are So Beautiful10Delta Lady 4Cry Me a River11Unchain My Heart 5The Letter12A Whiter Shade of Pale 6She Came in Through the Bathroom Window13When the Night Comes 7You Can Leave Your Hat On14Midnight Rider