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)