Gatherer was born in England to Scottish and Dutch parents. He grew up in the Eastern Highlands of Scotland, and attended Edinburgh college of art, where he graduated with an MA in fine arts.
Gatherer has exhibited nationally and internationally and has had a number of solo shows in London, New York and Scotland. His work is held in private and public collections around the world.