I read in a chapter from the "Iron Man Magazine's Guide to Bodybuilding Nutrition" that recommends this. It says that training on an empty stomach is better for the body builder's needs because the body is fighting for blood usage, when you eat before you train (to digest or to supply muscles). It says that a small snack is not too bad, though. (<500cal)
Sounds like good advice.