The movie set to start shooting in June in New York, New Mexico and Thailand, reported Variety.
Ramirez, 37, will play a geologist, whom McConaughey's prospector teams with to find gold in the uncharted Indonesian jungle.
Stephen Gaghan is directing from a script by Patrick Massett and John Zinman.