Hermitage is a village and civil parish, near to Newbury, in the English county of Berkshire. The civil parish is made up of a number of settlements: Hermitage village, Little Hungerford and Wellhouse.

The village is focussed residentially on the B4009, 5 miles (8.0 km) north east of Newbury in the heart of the North Wessex Downs, an Area of Outstanding Natural Beauty. It is thus surrounded by protected woodlands and undulating fields providing a few elevated viewpoints.

On Oare Common are two curvilinear ditched enclosures which are probably of prehistoric date, although it has also been suggested that they may represent a motte and bailey castle. The hill fort of Grimsbury Castle is in Grimsbury Wood. A folly stands at its centre. A 2nd and 3rd century Roman villa of some pretensions was discovered at Wellhouse in Victorian times. Between 1917 and 1918 D. H. Lawrence lived in Hermitage at Chapel Farm Cottage, Chapel Lane. His novella The Fox is set in the area, with Bailey Farm based on Grimsby Farm.