Open Record View on click on icon document

Not by default; the icon is a visual cue only, the link to view the record is the record name.

Gaurav,
It is not an icon, You are using Imagefield function to display the image.
You have an option in the a!documentimage function(link property) using which you can point to a record

Thanks Sanjay, found the issue. :) and it worked.