The Times says Mark Hughes is preparing a move for Bellamy at the end of the season in a bid to tempt the 27-year-old back to Ewood Park.
Bellamy joined Liverpool from Blackburn in a £6 million deal last summer.
Morten Gamst Pedersen has also been linked with Manchester United in recent weeks.