Make RESTful operations return 404 Not Found when the target resource does not exist

In the original implementation, GET, DELETE and PUT operations on
non-existent resources used to return 500 instead of 404.
I see.  I should have noticed that I can reopen a PR closed.

Can I continue in #486 for now?