Ok, Don’t know why this issue occurred. Cleaning up the pending transaction helps.
# yum-complete-transaction --cleanup-only
Ref: http://www.cyberciti.biz/faq/rhel-centos-redhat-linux-there-are-unfinished-transactions-error/
Thanks for great software.