BERLIN—Firefighting tug boats have been headed on Saturday towards the Felicity Ace, a 60-ton ship ablaze within the Atlantic Ocean that’s carrying hundreds of Porsche, Bentley and Volkswagen autos to U.S. sellers.

The delivery firm and the automotive makers mentioned it was nonetheless too early to find out what triggered the ship to catch fireplace on Wednesday.