Diocirea acutifolia was first formally described by taxonomist Bob Chinnock in Eremophila and allied genera: a monograph of the plant family Myoporaceae in 2007 from a specimen collected near Kambalda, about 45 kilometers north of the Lake Cowan Causeway.