muscle candy Share definition Flag A long line of various nutritional supplements used in the fitness industry to promote better muscle tone, recovery, strength gains, and endurance. N.O. Explode is great muscle candy. muscle candy by Kevin Kage July 4, 2012 Get the muscle candy mug.