 Belgian naturalist Émile Auguste Joseph De Wildeman described the black wattle in 1925.The species is named after American naturalist Edgar Alexander Mearns, who collected the type from a cultivated specimen in East Africa.Along with other bipinnate wattles, it is classified in the section "Botrycephalae" within the subgenus "Phyllodineae" in the genus "Acacia".