Powe signed with the New York Giants as an undrafted free agent on May 6, 2016. He was waived by the Giants on September 3, 2016 and was signed to the practice squad the next day. After spending his entire rookie season on the practice squad, Powe signed a future contract with the Giants on January 9, 2017.
On August 23, 2017, Powe was waived/injured by the Giants and placed on injured reserve. He was released on August 29, 2017. He was re-signed to the Giants' practice squad on October 9, 2017. He was promoted to the active roster on December 6, 2017. He made his NFL debut the following week, recording two catches for 13 yards before suffering a broken foot. He was placed on injured reserve on December 11, 2017.