In 2003, Fukuyama competed for Rookie of the Year in the Winston Cup Series, running a limited schedule in Cup as well as in the ARCA Racing Series for Carter, the team being renamed BelCar Racing. He only qualified for two races, at Las Vegas Motor Speedway and Infineon Raceway, posting his best career finish, 33rd, at the former track.