Riegelhuth is a surname. Notable people with the surname include:

Betina Riegelhuth (born 1987), Norwegian handball player Einar Riegelhuth Koren (born 1984), Norwegian handball player Linn-Kristin Riegelhuth Koren (born 1984), Norwegian handball player