Cave dwelling-like halls, cisterns, underground stairways, olive oil mills, etc, built up and fitted out over the centuries in a big house called the "Palais Saint Firmin".
Listed as a Historic Monument.
http://www.avignon-et-provence.com/en/monuments/cellars-palais-saint-firmin