The Blues face the need to rebuild their defence this summer with potentially all of their back four departing.
According to Mundo Deportivo, Chelsea are chasing a free transfer of their own.
Milan captain Romagnoli is up for grabs this summer, with his San Siro contract running down.
Romagnoli has endured an injury-hit season - starting only 16 games in Serie A.
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