The 28-year-old joined Liverpool for just six months ago for £20million.
Keane scored seven times in 28 games for Liverpool and cost the club £1.1million per goal, says The Sun.
Benitez failed to bring in a new striker in the transfer window and could struggle if Fernando Torres gets injured.