Cattermole is a surname. Notable people with the surname include:

Eva Cattermole (1849–1896), Italian writer and poet George Cattermole (1800–1868), British painter and illustrator Lee Cattermole (born 1988), English footballer Paul Cattermole (1977–2023), English singer