I used WireShark to monitor the traffic to figure out why. The reason is IIQDA plugin has a server-side component that the Eclipse plugin will use.
I need to import Workflow_importer.xml (http://sailpoint.github.io/epiiq/Workflow-Importer.xml as mentioned in the guide) to my server first.