The difference between rash and eczema: Both rash and eczema are skin problems that often cause itching, burning, and ulcers on the patient\’s skin. Although the symptoms are very similar, there are distinct differences between rash and eczema. A rash usually refers to a very mild skin irritation that may be intense itching caused by a medication, food allergy, or other brief allergic reaction.