The player has had a bad time at the Stadium of Light, he has made just 16 appearances and not found the net once.
And the former Liverpool man fell out of favour with both former manager Roy Keane and current boss Ricky Sbragia.
Diouf on his way to Ewood Park
The Senegal international has been at Sunderland for just six months since his move from Bolton for £2.5 million.