Other Causes: Circulatory problems like erythromelalgia affect the blood vessels and result in burning feeling of the feet. It is a symptom of many other underlying health problems like various forms of arthritis, kidney problems, liver problem, etc. In some people, this problem could be hereditary and in some others it may develop due to smoking, or alcoholism, or obesity.