Thanks a ton guys, that worked for me for the edit pages.

But when accessing the Query Form pages or Solr Search pages (these generally use the Special Pages for working which is embedded in the link, again I am unable to do away with the index.php and title.

Any insight on this. Thanks Again.

Palash