The story
This was originally the name given to a smaller island to the south by the English explorer Bartholomew Gosnold, who sailed to the island in 1602. The island is thought to have been named after Gosnold's mother-in-law or his daughter, both named Martha.
Etymology from Wiktionary, CC BY-SA 4.0.