Phelps Rock is an insular rock rising 10 m above sea level southwest of Hugo Island, in the west approaches to French Passage, Wilhelm Archipelago. The rock was charted by a Royal Navy Hydrographic Survey Unit from HMS Protector, 1966-67. Named by United Kingdom Antarctic Place-Names Committee (UK-APC) after Captain Edmund M.S.