Calf pain after exercise can have a variety of causes. Calf strains, contusions, etc. can occur after strenuous exercise, or there may be degenerative factors associated with the spine that cause calf pain. In athletes, chronic exertional osteo-fascial syndrome may be the cause of calf pain.