A drug allergy is an allergic reaction to a drug or medication. An allergic reaction means that your immune system identifies the drug as foreign and acts to eliminate it from your body. Your immune system responds to foreign substances in multiple ways, all of which lead to increased inflammation. These inflammatory responses may cause you to have symptoms such as rash, fever, or breathing difficulties.