Chafee was born in Providence, Rhode Island. His father, John Chafee, was also a Senator from Rhode Island and member of the liberal wing of the Republican Party. His mother was Virginia Coates. Chafee was raised in Warwick, Rhode Island. He studied at Brown University and at Montana State University.