Joseph Kemp may refer to:
- Joseph Kemp (organist) (1778–1824), English composer and organist
- Joseph A. Kemp (1861–1930), American industrialist
- Joseph Kemp (minister) (1872–1933), New Zealand Baptist minister
- Sir Joseph Horsford Kemp (1874–1950), British lawyer and Chief Justice of Hong Kong