What are the drugs that tend to cause an irritating dry cough? by Specialist The most common drugs that cause a dry cough are angiotensin-converting enzyme inhibitors (ACEI), which are a class of antihypertensive drugs such as captopril and benazepril that can cause an irritating dry cough in some people.