Hi Brenden, I had already added but somehow it wasn't working.
@Jan I am adding link using "Insert/Edit link" from HTML Editor for CMSEditableRegion from the "Content" tab.
URL format is as follows:
But now its working. Can this be because of browser cache as it was still showing .aspx.