Erskine is a Scottish surname. ... The Scottish Gaelic form of the surname is Arascain. Legend dictates that the name was given by King Malcolm II to a man who killed the Danish General Enrique at the Battle of Murthill. He is said to have shown the bloody knife to king and said eris-skyne, meaning "upon the knife".