Removing the filter will not stop your AC from running, but it can result in many problems that could cost you more money than if you simply left the filter on. For example, dirt and debris entering into compromising system components such as fans may cause them to wear out faster or become clogged up; moisture without proper drainage at an alarming rate might overflow onto other parts like Freon tubing, causing corrosion.