Switched to Phoenix and using the Custom Errors functionality
got it to work as required.
For the community in case any future finders, below is the link for it.
https://phoenixframework.readme.io/docs/custom-errors
Important : make sure you set debug_errors: to false in config/dev.exs , to be able to see the custom message instead of the html error.
Hope it helps someone.
