Ask any QRPer, and they'll tell you that less really is more. With a handful of parts, you can build a radio and put it on the air. ARRL's Low Power Communication has the resources you need for getting started and the latest information on advanced QRP techniques.
Written in an easy-to-understand style for electronics beginners, Understanding Basic Electronics is also for those who want to brush up on electronics principles.