I tested this out on a RHEL. Other meathods are available @http://rundeck.org/2.8.4/administration/installation.html
rpm -Uvh http://repo.rundeck.org/latest.rpm
yum install rundeck
service rundeckd start
or get the binary from https://bintray.com/rundeck/rundeck-rpm and then do a yum install