Preheat oven to 375 degrees. In a medium mixing bowl, coat Brussels sprouts and garlic cloves with olive oil then add chili powder, pepper and salt. Pour onto a parchment-lined a baking sheet.
Place in the oven and cook for 20-25 minutes until tender and slightly crispy brown. Toss once or twice throughout cooking. Remove from oven and serve hot.