Don't Give Up on Me is a studio album by R&B/Soul singer Solomon Burke, recorded and released in 2002 on Fat Possum Records. The album won the MOJO Award for Album of the Year, as well as the Grammy Award for Best Contemporary Blues Album. It is noteworth