The Algeria international joined Milan from Lecce in the January transfer window, but has since been unable to make an impact at the Rossoneri.
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"Negotiations are taking place with Palermo over Mesbah," Galliani stated to Sky Sport Italia.
"If we indeed sell him this summer, we will not bring in a replacement for him."
Mesbah has a contract with Milan until June 2016.