Taarabt spent the second-half of last season on-loan with the Rossoneri.
"I love Milan, and I was really happy there. I hope to return as long as there is a chance of it happening," he told Sky Sport Italia.
"I will always support Milan even if the transfer doesn't happen.
"I hope that Milan can return where they belong: playing and maybe winning Champions League."
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