Another way to get rid of new files that is more specific than git clean -df (it will allow you to get rid of some files not necessarily all), is to add the new files to the index first, then stash, then drop the stash.
This technique is useful when, for some reason, you can't easily delete all of the untracked files by some ordinary mechanism (like rm).