Emergency services are currently at the scene.
The public are being advised to stay clear of the area.
A North Yorkshire Police spokesman said: "A member of the public has reported finding what's thought to be a hand grenade in Brayton Barff woods in Selby.
"A cordon has been put in place to allow emergency services to attend.
"Members of the public are advised to stay clear of the area."