The story
An acronym, derived from the initials of the surnames of the weapon's chief designers, Major Reginald Shepherd and Harold Turpin, and Enfield, the location of the Royal Small Arms Factory (RSAF) in London.
Etymology from Wiktionary, CC BY-SA 4.0.