For simple sound editing and ability to add some effects and manipulate a single sound, Audacity: Free Audio Editor and Recorder
(I know audacity can do multi-track stuff, but that's not it's strong point)
If you want to do multi-track recording like a sound studio, check out REAPER | About
If you search through their download archives, the pre-v1.0 downloads are totally free.