Though Adipex is a weight loss drug that is commonly prescribed by doctors and physicians across the country to help people to overcome their obesity, this drug was not made for everybody. Indeed, it is highly effective at helping with weight loss, but there are many reasons why a person may be refused an Adipex prescription.