Ben Dawson's side beat Leeds United last month to book their place in the final and Everton's 2-0 win over Swansea on Saturday means the game will take place at the Toffees' home ground on 8th May with a 7pm (BST) kick-off.
Everton are looking to complete a second-string double after being crowned Premier League 2 division one champions but the Magpies have had a superb season themselves and face Southampton later this month in the Premier League 2 division two play-off final.
A result must be achieved on the night, with extra time and penalties if required.
Admission is free. Unreserved seating is via gates 48/49 and 53/54, with no tickets required. Children under the age of 16 must be accompanied by an adult.