Reinisch is a German surname. Notable people with the surname include:

Leo Reinisch (1832–1919), Austrian linguist and Egyptologist Franz Reinisch (1903–1942), Austrian Roman Catholic priest June Reinisch (born 1943), American psychologist Rica Reinisch (born 1965), East German swimmer

See also Reinitz