Featherston is a surname of English origin, at least as old as the 12th century. The link with "Featherstone" is probably not traceable, but people researching both spellings (and others such as "de Fetherestanhalgh") contribute to the collection of pages in the website called "The Featherstone Society".
People having the surname include: