'Cleeve' means cliff or hill; the village was once simply called Cleeve but became known as Old Cleeve to differentiate between nearby site of Cleeve Abbey in Washford, which was a monastery founded in the late 12th century as a house for monks. Today Cleeve Abbey is looked after by English Heritage and is open to the public; it is one of the best-preserved medieval Cistercian monastic sites in Britain.