Dry cough that continues after other cold symptoms or that occurs without other symptoms may be caused by a number of health problems. Some people start coughing when they breathe very dry air. This can be caused by environmental irritation or allergies in most cases. This type of cough may be more noticeable when you first turn on your furnace in the fall, because dust and other irritants that have collected over the summer are constantly blown into the air.