In a small bowl, stir together oats, milk, and sugar. Cover with plastic wrap, and refrigerate 1 hour and up to overnight.
In a small skillet, toast walnuts over medium heat, tossing occasionally, until lightly browned, 4 to 6 minutes. Cool to room temperature. Stir walnuts, pear, and grapes into oat mixture.