Herrnstein is a surname. Notable people with the surname include:
Albert E. Herrnstein (1882–1958), American football player and coach Barbara Herrnstein Smith (born 1932), American literary critic and theorist John Herrnstein (1938–2017), American baseball and football player Richard Herrnstein (1930–1994), Jewish American psychologist
See also Hernstein, a town in Austria