Symptoms of a drug allergy can range from mild to life-threatening. During an allergic reaction, the release of histamine can cause hives, skin rash, itchy skin or eyes, and congestion. A more severe reaction may include swelling in the mouth and throat, difficulty breathing, blueness of the skin, dizziness, fainting, anxiety, confusion, rapid pulse, nausea, diarrhea, and abdominal problems.