Alex's answer is correct. You have to change the report's template in the configuration to get rid of the predefined appearance of the dimension you added to the report.
Please notice that if users of the configuration have their own report options based on this report, applying the template may result in incorrect displaying in these report options. To correct this, you may need to add all fields to the template.