Running is an aerobic and cardio exercise. It can increase your heart rate which eventually helps to burn fat quickly. Getting rid of chest fat is possible with running as it involves the elimination of the extra fat in the body. Once-a-week running workouts are known to be efficient in reducing chest or armpit fat.