Larsson is available on a free transfer as his contract at Birmingham expired at the end of the season.
Larsson quit Arsenal to join West Brom in 2007, but Wenger is keen to bring back the midfielder as a squad player, according to the People.
Arsenal face competition from the likes of Sunderland, Newcastle and Blackburn.