Gaston O'Farrell was the son of French parents who had settled in Manila. He is mentioned as having been a student of Juan Luna who travelled with Luna to Japan in the summer of 1896, and is also noted as having been a member of the Manila Artist's Association.

A copy of Juan Luna's Self-Portrait, executed by O'Farrell is in the collection of the Lopez Museum.