>What happens if later on your users download a newer version of the dotnet framework? Or their windows updater does it for them. Will your app work with the newer version (assuming yes)?

It depends on how he deploys his app. There is something called the Global Assembly Cache (an assembly is like a compiled DLL) in .NET that should keep everything in working order, even with multiple versions of the framework.