I don't think Joe cocker wrote this tune, I believe it was Leon Russel.
Saying that, Joe Cocker had an incredible way of making a song his own! Another example is Beatles, with a little help from my friends.
Also available is Joe Cocker with Tom Jones doing delta lady, you can actually understand the words when Sir Tom sings.