The film has been pulled from Paramount Pictures' release schedule, reported Entertainment Weekly.
It follows King Louis XIV, whose quest for immortality leads him to steal the life force of a mermaid. But the move causes family discord after his illegitimate daughter discovers the creature.
Directed by Sean McNamara, "The Moon and the Sun" also stars William Hurt and "The Maze Runner's" Kaya Scodelario.