 Norton was educated at King Edward VI Grammar School in Louth.He graduated from the University of Sheffield with the degree of Bachelor of Arts and later as a Doctor of Philosophy, and from the University of Pennsylvania with a Master of Arts.Norton is a Professor of Government in the Department of Politics and International Studies at the University of Hull, and was head of the Department from 2002 to 2007.