Officials said two people were rescued from the fire, but no more survivors are expected to be found.
An electrical short-circuit is thought to have sparked the fire inside the La Esperanza mine in the Arequipa region.
Some thirty specialist officers are headed to the scene to secure the mine itself before beginning recovery efforts, local media report.
Photos and video from local media showed flames and smoke erupting from the hillside site on Saturday.
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