The movie will be directed by Sundance winner Miles Joris-Peyrafitte, according to The Hollywood Reporter.
The 26-year-old actress will produce with her partners at Lucky Chap Entertainment, Tom Ackerley and Josey McNamara, as well as Brian Kavanaugh-Jones and Rian Cahill of Automatik.
Written by Nicolaas Zwart, the movie is based on a script that appeared on Black List in 2015.
"Dreamland" is set in the 1930s, amid the devastation of the Dust Bowl. The story follows a 15-year old boy on his quest to capture a fugitive bank robber and collect the bounty on her head, all with the goal with saving his family farm from foreclosure.
Robbie will play the bank robber.
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