preheat oven to 350 degrees f. put brussels sprouts, whole garlic cloves, thyme, and olive oil together in a bowl. toss to combine, and season with the salt and pepper, to taste. empty the bowl onto a shallow baking pan and roast until tender and edges just start to brown, about 35 minutes.