 Phelips was the son of Sir Robert Phelips of Montacute and his wife Bridget Gorges, daughter of Sir Thomas Gorges of Longford Castle, Wiltshire.He matriculated at Wadham College, Oxford on 30 October 1629, aged 16.In 1640, Phelips was elected Member of Parliament for Ilchester in the Short Parliament.