Nevermind friends, I got the answer.
Even though I installed Gerrit 2.10 with "Install Verification label"
Verification label is not by default enabled in All-Projects.
http://<Gerrit Server>:8080/#/admin/projects/All-Projects,access
Once I added permission of "Label Verified" in All Projects, it works.
Thanks
-Gaurav