He was a younger son of Thomas Scott, an Independent minister at Hitchin, Hertfordshire, where he was born, and later of Norwich; he was the brother of Joseph Nicol Scott and Elizabeth Scott, and nephew of Dr. Daniel Scott.
On 26 April 1774, but in broken health, Scott was elected minister by the trustees of an endowed chapel at Hapton, Norfolk.