Brown cost Peter Grant £275,000 last January, and scored only one goal in his time at the club.
Lilywhites boss Alan Irvine wanted the striker to fill the gap left by Patrick Agyemang's departure to QPR, and has stumped up £400,000 for the former Sunderland man.