Weight lifting supplements work by making your body convert food (mainly protein) into muscle tissue rather than fat. A weight gain supplement has a deceiving name, but you should remember that muscle tissue is heavier than fat tissue. Hence, the best supplement for bodybuilding also burns off fat tissue.