Felsen is a surname. Notable people with the surname include:
Hans-Jürgen Felsen (born 1940), German former sprinter Henry Felsen (1916–1995), American writer Leopold B. Felsen (1924–2005), German-born American physicist Martin Felsen (born 1968), American architect Vivian Felsen, Canadian translator and artist
See also Felson, another surname