This enthusiasm led to the establishment of Ocean Downs. During the 1940s, the US experienced a surge in harness racing, fueled by the advent of pool betting and nighttime lights. It has deep roots in Maryland horse racing betting. Ocean Downs Casino, situated near Ocean City in Berlin, Maryland, is the centerpiece of the state's beach resort community.