Mellbye is a surname. Notable people with the surname include:
Fredrik Mellbye (1917–1999), Norwegian physician Hilde Britt Mellbye (born 1961), Norwegian businesswoman Jan E. Mellbye (1913–2009), Norwegian farmer and politician Jens Christian Mellbye (1914–1993), Norwegian judge Johan E. Mellbye (1866–1954), Norwegian farmer and politician