Woo-jin is raising his young son, Ji-ho, alone after the death of his wife, Soo-a. Before she passed away, Soo-a made an impossible promise: she would return to them on a rainy day one year later. When the rainy season arrives, father and son are miraculously reunited with her, but the woman they have longed for no longer remembers the husband and child she once loved.