Burse is a surname. Notable people with the surname include:
Charlie Burse (1901–1965), African-American blues musician
Isaiah Burse (born 1991), American football wide receiver
Janell Burse (born 1979), American, women's basketball player
Ray Burse (born 1984), American soccer goalkeeper
Tony Burse (born 1965), American football player