Aperture Priority is an Automatic mode. In all Auto Modes the camera will automatically set what it thinks is the correct exposure. Changing the Aperture, Shutter or ISO or will not change the exposure if any one of them are in "A" or "Auto".
If you want additional control, you must use the Exposure Compensation dial to lighten or darken the photo.