A farm boy was a boy or young man who grew up on, or worked on a farm.
In 1986, Gillian Taylor called James T. Kirk a "farm boy", given that he had grown up in Iowa, when she caught him trying to cover for Spock, after he inadvertently implied that they were from the future. (Star Trek IV: The Voyage Home)