Scheduling conflicts were to blame for the in-demand actress's departure, Variety.com reported Monday.
The supernatural thriller was to begin shooting March 17 in Los Angeles, but has been delayed until March 31, the trade newspaper said.
Raimi, best known for his three "Spider-Man" blockbusters, is directing "Hell" based on a script he wrote with his brother Ivan.
Page also recently signed on to star in the films "Peacock" and "Whip It."
Millions of Getty images now available for free via embed tool
Aaron Carter is still in love with Hilary Duff