When you start writing a new blog, scroll down the page and click on this option
"Restrict entry viewing to Contacts and Blog Moderators"
Thanks TLK
I think Mods were busy in Celebrating Eid Festival that is why my query was not meet soon.
Eid Mubarik to you TLK