Banksia oligantha was discovered by Ken Wallace of the Government of Western Australia's Department of Conservation and Land Management (now the Department of Environment and Conservation) in September 1984, during a survey of Wangeling Gully Nature Reserve (Nature Reserve 9098), about 28 kilometers northwest of Wagin.