Most of the time, dry skin is blamed for an itchy belly. Your skin might be irritated if you like to take long, steamy showers, live in a cold place, or use soaps with strong scents. Some people are more likely than others to have dry skin. Most of the time, dryness on your arms or legs can also show up on your stomach.