Phelps is derived from Philip. Philip originates in Greek language and means "friend of horses". It has been one of the most popular masculine given names over centuries, and in different spellings all over the world. In the United States, its popularity has declined recently. A famous bearer was Alexander the Great's father and a big lover of horses.