The super pastry hero must help a selfish princess with a kind robot to find her missing magic wand that turns anything in its path into toys!

The film's story centers on Princess Vanilla, a princess in a land of ice cream, but who nevertheless is unable to create ice cream herself, no matter how much she practices every day. Finally fed up with her lack of ability, she flees her palace, and soon meets Anpanman and Kokin-chan. While traveling with them, she learns the reason why she can't create ice cream. Meanwhile, Baikinman attacks the land of ice cream while Princess Vanilla is missing.

The story begins in Anpanman World, where everybody is bustling around, getting ready for the annual Star Festival. On that day, an egg emerges from Baikinman's garbage box, and when it hatches, a mysterious boy named Kurun emerges from within. Though Kurun does not know where he came from, he spends his days having fun with everybody. But one day, black stars begin raining down. Anpanman thinks that something suspicious might be occurring at the Star of Life, and he heads there.

The annual Star Festival to honor the stars that bring life is drawing nearer. Anpanman finds an abandoned doll who is brought to life by a Star of Life. The doll, now named Dolly, spends all of her time having fun, convinced that enjoying oneself is the meaning of life. However, her Star of Life is starting to disappear, and Baikinman builds a huge robot inspired by memories of his own birth.