The Sunday Express says the Argentinian midfielder is desperate to complete a move to the Spanish giants in the January transfer window.
Mascherano can expect to earn around €120,000-a-week with the European champions.
Barcelona were linked with a move for Mascherano at the end of last season as well, but Liverpool rejected the move.
The Spanish side are hopeful that a bid of around €32million can persuade Liverpool to sell.