The 1965 novel was previously adapted as a 1984 film by David Lynch and as a 2000 Sci Fi Channel miniseries.
Variety.com said the Paramount Pictures project is looking for writers who will deliver a faithful adaptation of the classic, award-winning book.
Kevin Misher, who obtained the book rights from the Herbert estate, will produce the film, the trade paper said.
Berg's film credits include the upcoming Will Smith vehicle "Hancock," as well as "The Kingdom" and "Friday Night Lights."
Notable deaths of 2014 [PHOTOS]