Fourneau is a French surname. Notable people with the surname include:
- Ernest Fourneau (1872–1949), French medicinal chemist
- Jean-Claude Fourneau (1907–1981), French surrealist painter
- Léon Fourneau (1900–?), Belgian middle-distance runner
Fourneau is a French surname. Notable people with the surname include: