Rathke is a surname. Notable people with the surname include:
Martin Rathke (1793–1860), German embryologist and anatomist Bernhard Rathke (1840–1923), German chemist, son of Martin Wade Rathke, founder and former Chief Organizer of Association of Community Organizations for Reform Now (ACORN)