In Angle theme you can even customize the appearance of the 404 page. To do that go to Angle>404 and set the options for that page:
In angle theme is easy to create a one page template version. All you have to do is create sections and assign a unique id to each.
After creating the sections add a menu using the section id's in the menu elements.