4. Bake the chicken until golden and the garlic slices have turned brown and roasted for about 30–40 minutes or until the internal temperature reaches at least 165°F (74°C). The baking time may be longer if your drumsticks are on the larger size. You can lower the temperature a little towards the end of the baking time if your drumsticks are becoming too dark.