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.