Count the black dots!
Your eye and brain have very special mechanisms for seeing edges clearly. This allows you to see a sharp boundary between an object (e.g. a person or a building) and the background.
Your mechanism for sharpening edges is called lateral inhibition.
Scientists do not understand exactly why you see the black dots, but they think it has something to do with lateral inhibition.