Disable Safari Top Sites on Mavericks

In Finder paste following in the Go To Folder

 ~/Library/Caches/com.apple.Safari/

Right click on the Webpage Previews Folder and select- Get Info

In Get info window select Locked.

From now on Safari will not save Top pages in that folder any more.