Acacia diminuta is a shrub belonging to the genus Acacia and the subgenus Phyllodineae. It is native to an area in the Goldfields-Esperance and Great Southern regions of Western Australia. The spreading glabrous shrub typically grows to a height of 0.2 metres (1 ft). It blooms from October to November and produces cream-yellow flowers.