Preheat oven to 500°F. Combine mushrooms, rosemary, and garlic in large bowl. Mix in oil. Spread mushrooms in single layer on large rimmed baking sheet; sprinkle with salt and pepper. Roast mushrooms until brown, stirring occasionally, about 18 minutes. Transfer mushrooms to bowl and serve.