Lerum is a Norwegian surname. Notable people with the surname include:
- Arnie Lerum (1879–1911), American football player and coach
- Bjarne Lerum (1941–2010), Norwegian businessperson and politician
- Kåre Lerum (born 1939), Norwegian businessperson and politician
- May Grethe Lerum (born 1965), Norwegian novelist
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