The 37-year-old Leffler, a two-time winner on the Nationwide Series, was pronounced dead shortly after 9 p.m., New Jersey State Police said.
Bridgeport Speedway is a 5/8-mile, high-banked dirt oval.
Leffler finished last Sunday at Pocono in his first NASCAR Sprint Cup start of the year