The easiest solution, is probably download the zip file and start log stash from there. But you could try to use the initctl command:
sudo initctl start logstash
ps aux | grep logstash
Not sure if the command will work for cento OS though it did for Ubuntu Trusty.
Also refer here: Logstash requires setting a file - #4 by theuntergeek