A railway stationmaster at a dying end-of-the-line village in Hokkaido is haunted by memories of his dead wife and daughter. When the railroad line is scheduled to be closed, he is offered a job at a hotel, but he is emotionally unable to part with his career as a railroader. His life takes a turn when he meets a young woman with an interest in trains who resembles his daughter.

When the evil Yo-Kai Kin, Gin and Bronzlow makes the Yo-Kai Watch disappear from time so they can help Dame Dedtime prevent humans and Yo-Kai from being friends, Nate Adams finds help in the Yo-Kai Hovernyan, who takes Nate, Whisper and Jibanyan 60 years to the past, when the Yo-Kai Watch was first invented by Nate's grandfather, Nathaniel Adams, while he was a boy. Together, the 2 boys fight Dame Dedtime and her evil Wicked Yo-Kai minions to save the world from her evil plans.

The story centers on a man who loves movies, having once worked at movie studio in pursuit of his dreams, surrounded by great directors and famous actors. In this tale of love and friendship spanning a lifetime, the "god of cinema" that Go has worshipped since he was young will transcend time, and work a miracle in the lives of one family.