OK solved.
As Logstash run as logstash user, and as I installed plugin as root, I had to fix permissions :
chown -R logstash:logstash /usr/share/logstash/vendor/bundle/jruby/2.5.0/gems/logstash-output-syslog-3.0.5
Also, set permissions to 755 to the same directory