The good news is that Visual Studio allows us to configure the behaviour.
I've figured out at least two ways to do that by unchecking "Edit And Contitue" feature:
1. Right click on your web project Properties->Web->Enable Edit And Continue
2. Go to Tools->Options->Debugging->Edit And Continue