In a casserole dish, add cherry tomatoes. Season with salt and pepper. Drizzle olive oil on top. Bake at 400 degrees for 30 minutes. Once done, remove from the oven and mash and tomatoes that did not break open in the oven. Remove the tomatoes from the pan using a slotted spoon.