Place the asparagus on a baking sheet, and drizzle with the olive oil. Roll the asparagus so that they are evenly coated with a thin layer of oil. Sprinkle on the garlic, salt and pepper, then rub over the asparagus so that they are evenly distributed.
Bake in the preheated oven until they are tender, around 10-12 minutes.