The Canaries will face Ian Atkins' Gulls at their Plainmoor home in the week commencing 21st of August. Norwich previously played the League Two side at the same stage in 1995, winning both legs for an aggregate 9-3 victory.
Elsewhere in the draw, Accrington Stanley were handed a plum home tie with Nottingham Forest for their return to the Football League's competition.