On September 15, 2017, Penn signed a two-year, $21 million contract extension with the Raiders. On December 18, 2017, Penn's season was finished after revealing that he would undergo foot surgery. He was placed on injured reserve on December 22, 2017. He was named to his third Pro Bowl but because of his foot surgery, could not participate.