Preheat the oven to 400 degrees. Place the Brussels Sprouts in a sealable bag with the oil and gently coat all of them. Spread them out on a greased cookie sheet and sprinkle with salt and pepper. Bake for 30-45 minutes. This will depend on the size of the Brussels Sprouts.