To indulge in a excess of reading, especially the books of a particular author or series. Also: binge read.
While the television industry has begun catering to impatient audiences by releasing entire series at once, the book business is upending its traditional timetable by encouraging a kind of binge reading, releasing new works by a single author at an accelerated pace. ...
A poll of my own top students revealed that most of them have binge-read the series books as well as Stephen King horror stories, Danielle Steel romances and even Harlequin “bodice rippers.”
—Marsha Scherbel, “Throwing the Books at Them,” The Washington Post, April 3, 1994