Accessed in Appearance → Customize → Page Settings → 404 page template.
In theme there is defined 404 error page template that is called when non existing page/post is requested.
Theme have default styling for such situation, and you can change background image for this page.
Another option is to create custom page and use it as your error page by selecting in these settings.