Why Do Objects Get Darker The Closer I Get?

It seems like it isn’t a problem with the exponantial height fog but with your auto exposure instead. In your camera under Details/Lens/AutoExposure, try setting your Min Brightness and Max Brightness both to the same value (1 for example) and your exposure bias to something fitting. Then see if it still it still changes as you get closer.