It's possible that his favorite book was one that wasn't widely known or one that he simply enjoyed reading for personal reasons.
However, we do know that he was interested in books on self-improvement, history, and technology. He also owned a copy of the Bible, which suggests he may have found it important.
Without further information, it's impossible to say definitively what his favorite book was.