The City of Lost Children (1995) - IMDb

Directed by Marc Caro, Jean-Pierre Jeunet. With Ron Perlman, Daniel Emilfork, Judith Vittet, Dominique Pinon. A scientist in a surrealist society kidnaps children to steal their dreams, hoping that they slow his aging process.

www.imdb.com