It is the premium theme "Avada" which I was using for the site which is having the problem. I have raised the support ticket with theme creator and pointed this issue to them. I am waiting for their response for the time being.
The theme creator has released a new version of the theme so I had updated my present site with the latest version of the theme.
Lets see what is the response of the theme creator.