The species was first formally described in 2002 botanists by Gregory Chandler and Michael Crisp and the description was published in Australian Systematic Botany. The specific epithet (acrocaroli) is derived from the Ancient Greek word akron meaning top, summit or peak and carolus meaning Charles, referring to Peak Charles in the Peak Charles National Park where this species is found.