Bruce Willis, Tilda Swinton and Frances McDormand also appear in the trailer for Wes Anderson's film
The trailer for the Focus Features film has an ax-wielding Bill Murray, a boy with a patch on his eye and another kid who gets struck by lightning.
"Moonrise Kingdom," which was written by Anderson and Roman Coppola, is about a boy (Jared Gilman) and a girl (Kara Hayward) who run away together, sparking a community-wide search. The cast also includes Jason Schwartzman and Harvey Keitel.
"Moonrise Kingdom" will have a limited release on May 25.
Watch the trailer: