Yes. Exercise does increase the levels of testosterone in your body. The best exercises to increase testosterone levels are weight lifting and muscle building exercises, whereas chronic endurance exercises in the long run such as cycling and athletics have shown to reduce testosterone levels. Nevertheless, regular exercises do help boost testosterone levels.