According to ScreenTerrier, the pair will replace Orlando Bloom and Amanda Seyfried, who were forced to drop out of the period drama when it was delayed earlier this year.
Kick-Ass star Johnson has been cast as Joe, while Alice In Wonderland's Wasikowska will play the role of Helen.
Oscar winner Close co-wrote Albert Nobbs with John Banville and will produce and take on the lead role for director Rodrigo Garcia.
Albert Nobbs takes place in 19th century Ireland and centres on a woman with no husband who disguises herself as a man to work as a butler. The film has been described as "Gosford Parkmeets Boys Don't Cry".
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