Is Belmont Racetrack in Nassau County NY?

Yes, the Belmont Race Track is indeed in Nassau County, NY. To be more specific, it is located in the hamlet of Elmont. Elmont is an unincorporated area of the town of Hempstead, which is on Long Island.