I have also found Practical Electronics for Inventors, by Paul Scherz, to be a good reference source for information about electronics components. Both that and The Art of Electronics are more like encyclopedias than tutorials, however.
Physical Computing and, at a much more basic and introductory level, Massimo Banzi's Getting Starting With Arduino both take the very useful tutorial approach.