Removing whitesace from your code saves... space. It's kind of obvious, actually, and doesn't need further explanation.
When removing whitespace, be careful to test your layouts in a few browsers; though you wouldn't expect whitespace removal from between HTML tags to make a difference, in some situations you'll get little oddities, like extra spaces within links or unusual text wrapping.