Despite the slow cooker's reputation for making everything moist and tender, it can sometimes leave your chicken dry. This means you're cooking it for too long. Chicken, especially drumsticks, doesn't need as much time as other meats. Stick to the recipe's cooking time; your drumsticks should turn out just right.