The need to unpublish a landing page might come as means of further editing or simply for testing purposes on a Landing Page.

To Unpublish a Landing Page is easy, you just need to click on the 3 dots icon on the right side then click on unpublish and the status will change to Unpublished. This way your template is no longer online.
See also:
Using Landing Pages To Collect Subscribers