Arntgolts () is a surname. Notable people with the surname include:
Albert Arntgolts (born 1937), Russian actor, father of below Olga Arntgolts (born 1982), Russian actress, twin sister of Tatyana Tatyana Arntgolts (born 1982), Russian actress, twin sister of Olga