Going to throw another book in the ring. I generally recommend this book for people getting started, because it teaches them how to solve specific problems with real examples. The theoretical side of electronics can be quite daunting because of the sheer number of concepts and understanding of mathematics that are required.

Practical Electronics for Inventors covers a large number of important circuit/electronic concepts but grounds them in real world application. Perfect for getting your hands dirty while learning the most pragmatic aspects of electronic theory.