An exercise wouldn't work. It would mean some specific exercise such as push-ups. Pete's uncle must be speaking ironically, as driving a car doesn't provide much exercise. Normally a person refusing a ride in favor of walking might offer "I need the exercise" as an excuse.
Interested in Language