No, I just uninstalled Stardew Valley and my Saves are all still there (I made a copy of them beforehand of course, just for fun!). Closed and reopened Steam and they're all still there again. If for whatever reason you get Stardew from GOG it uses the same Save folder so they share, and neither will delete the Saves folder when you uninstall the game.