"Thomasia angustifolia" was first formally described by botanist Ernst Gottlieb von Steudel in 1845 who published the description in "Plantae Preissianae".The specific epithet ("angustifolia") is from the Latin "angustus" meaning "narrow"  and "folium" meaning "leaf".