The actual time will vary depending on the size of the drumsticks, but you should expect it to take between 25 and 30 minutes for the internal temperature to reach 160 degrees Fahrenheit. At this point, let the chicken rest for 5 to 10 minutes until your low-carb chicken legs reach 165 degrees.