Chatsworth is an unincorporated community located within Woodland Township in Burlington County, New Jersey, United States. The area is served as United States Postal Service ZIP Code 08019. The New Jersey Central's Blue Comet passenger train wrecked here in 1939.As of the 2000 United States Census, the population for ZIP Code Tabulation Area 08019 was 883.The climate in this area is characterized by hot, humid summers and generally mild to cool winters. According to the Köppen Climate Classification system, Chatsworth has a humid subtropical climate, abbreviated "Cfa" on climate maps.