The issue can be resolved by
Checking related RPM on server
# rpm -q sysklogd
If its not installed, you can install it by
# yum install sysklogd
after installation, you will have to restart the service by
# /etc/init.d/syslog restart
Check the service in Service Manager in WHM, reenable it and check the status in Service Status.