I wouldn't say sting like crazy, for me it's a mild irritation that goes away quickly unless the water has a lot of suspended sand. Been swimming in sea water with eyes open since I was young; it used to be more painful.
That's weird. I experience the exact opposite. When I was younger I could keep my eyes open underwater in all sort of condition. Today, they sting like crazy even in fresh water.