Thanks to Rackspace Community for this nice howto.
Starting with RHEL 7 / CentOS 7, firewalld was introduced to manage iptables. As such, you will either need to use firewall-cmd commands or disable firewalld and enable iptables. If you prefer to use the classic iptables setup, then this article will show you how to do just that.