Gilissen is a surname. Notable people with this surname include:
Cornelia Gilissen (1915–1994), American diver Erik Gilissen (born 1968), Belgian politician Filip Gilissen (born 1980), Belgian artist Paul Gilissen (1934–2020), Dutch politician Tim Gilissen (born 1982), Dutch footballer