As far as songs that never became mainstream hits but were personal favorites of mine, there were too many to count. Just off the top of my head: Since I've Been Lovin' You, The Rain Song, Ten Years Gone, No Quarter, Hey Hey What Can I Do, and many more!
What are yours?