Penn was also chosen as best actor by the critics, who announced their picks Wednesday.
"Happy-Go-Lucky" also fared well, winning best director for Mike Leigh and best actress for Sally Hawkins.
The critics circle, which last year chose "No Country for Old Men" as best film, is a group of 33 New York-based critics. Its awards will be handed out Jan. 5 in New York.