Cease weightlifting activities using your lower limbs. To reduce weight, engage in cardiovascular exercises in addition to stretching. Also, decrease your current calorie intake. Muscle atrophy pertains mostly to individuals who previously exercised their legs and already have muscle mass there. If you fall into this category, focus on losing the muscle mass you have gained.