Yes, it is possible to run out of oxygen in a closed car if there is no source of fresh air or ventilation. Breathing consumes oxygen and without proper ventilation, the oxygen levels inside the car can deplete, leading to suffocation. It is important to ensure proper ventilation or periodically open the windows to maintain a fresh air supply.