The wideout announced his retirement during an event Friday at the University of Georgia. He later posted a message on Instagram.
"Everything will work out," he said. "The world has a knack for correcting itself."
The Patriots attempted to shop Mitchell in a trade last season but eventually released him during the preseason. He struggled with a lingering knee injury. He missed all of the 2017 season.