Harvey Cedars, New Jersey. Harvey Cedars is a borough in Ocean County, New Jersey, United States. As of the 2010 United States Census, the borough's population was 337, reflecting a decline of 22 (-6.1%) from the 359 counted in the 2000 Census, which had in turn declined by 3 (-0.8%) from the 362 counted in the 1990 Census.