Muscle fatigue during intense exercise is primarily caused by lactic acid accumulation. When oxygen supply is insufficient, muscles switch to anaerobic respiration producing lactic acid as a byproduct. This buildup lowers pH, interferes with muscle contraction, and causes the sensation of fatigue and burning.