How can i unpublish code form published code in visual studio

Publish and Deployment is two different things, publish generally means publishing the files (dependencies, project files) in a folder and deployment means bringing the published files of the folder to a Web Server.

 

Now, if you have published it and later you modified something then just republish and changes will automatically reflect.