Wash grapes, leaving them whole. Pat dry. Beat cream cheese until smooth. Add sour cream and white sugar; beat lightly until creamy. Gently stir in Cheddar cheese and grapes. Pour into a 13-x-9-inch dish.
Stir together brown sugar and pecans. Sprinkle over grape mixture. Refrigerate overnight.