Diouf is available as he comes off contract at Doncaster Rovers.
He says he wants to link up with Luciano Becchio at Leeds United. The two were involved in a fracas when Leeds beat Doncaster back in February that spilled into the tunnel.
"Becchio is a good, intelligent player. I'm sure he and I could link up well at Leeds. It would be ideal for me."