Bulbophyllum caldericola was first formally described in 1993 by Gerry Walsh who published the description in The Orchadian from a specimen collected in the Tweed Range. The specific epithet (caldericola) is derived from the Latin word caldaria: and the suffix -cola meaning dweller or inhabitant.:. The distribution of this species includes the caldera of the Tweed Volcano.