Genberg is a Swedish surname. Notable people with the surname include:
Anton Genberg (1862–1939), Swedish painter Hjördis Genberg (1919–1997), Swedish actress and model Ia Genberg (born 1967), Swedish journalist and novelist Mikael Genberg (born 1963 or 1964), Swedish artist