BERLIN—Firefighting tug boats were headed on Saturday toward the Felicity Ace, a 60,000-ton ship ablaze in the Atlantic Ocean that is carrying thousands of Porsche, Bentley and Volkswagen vehicles to U.S. dealers.

The shipping company and the car makers said it was still too early to determine what caused the ship to catch fire on Wednesday.