I just found out we should instead use "java -jar /opt/logstash/logstash.jar agent --configtest --config /etc/logstash/conf.d/test-config.conf" to test the config file
Just use /opt/logstash/bin/logstash --configtest --config /etc/logstash/conf.d/test-config.conf.