Spread popcorn on prepared baking sheet. Sprinkle sesame seeds over. Bake in oven, tossing occasionally (which will also help coat any scantily-clad popped kernels) until mixture is dry, about 15 to 20 minutes. Let cool completely on baking sheet, then break it up into a large bowl.