Castberg is a Norwegian surname. Notable people with the surname include:
- Johan Castberg (1862–1926), Norwegian jurist and politician
- Johan Christian Tandberg Castberg (1827–1899), Norwegian politician
- Peter Hersleb Harboe Castberg (1794–1858), Norwegian priest and politician
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