Nirenberg is a surname. Notable people with the surname include:
- David Nirenberg, American historian
- Louis Nirenberg (1925–2020), Canadian-born Canadian-American mathematician
- Marshall Warren Nirenberg (1927–2010), American biochemist and geneticist
- Ron Nirenberg (born 1977), Mayor of San Antonio, Texas, US