Renowned singer-songwriter Hyun-sik is admitted to a hospital when he is diagnosed with cancer. There, he encounters a young fan of his former bandmate Jae-ha, triggering a flood of memories about the years past.

In 1933, when Korea was under Japanese occupation, five people in Gyeongseong are suspected to be "Phantom" spies of the anti-Japanese organization.