The 16-year-old has starred for the League Two club's U16 side this season.
And The Sun claim Nunn has agreed personal terms with the Premier League giants.
It is believed the two clubs are in the middle of finding a suitable compensation fee.
Nunn has been exceptional this season. After scoring 20 goals for the U16s, he was moved to the U18s and scored twice on his debut.