Trim 1 1/2 inches off the bottom of each asparagus stalk. Lay flat on a cutting board and peel. Transfer to a casserole dish and brush with olive oil. Sprinkle herbes de Provence, salt, and black pepper over asparagus.
Roast in the preheated oven until lightly browned, about 20 minutes.