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I solved the problem by myself. I just didn’t notice the Pydev perspective was closed.
Window –> Perspective –> Open Perspective –> Other… and choose Pydev.
That’s all. Now I can see Set as Django and Django actions with the Django logo. I had overlooked such a basic. Thank you!
Source:stackexchange.com