Castagne is a surname. Notable people with the surname include:
Jean Louis Martin Castagne (1785–1858), French botanist Joseph Castagné (1875–1958), French ethnographer Patrick Castagne (1916–2000), Trinidadian composer Timothy Castagne (born 1995), Belgian footballer