Leathe is of English origin and means 'leather'. It is an unusual yet intriguing choice for a given name, perhaps suited to those who appreciate unconventionality or have a connection to the craftsmanship and durability associated with leather.
"The name Leathe was quite popular in 1919 with six recorded births that year."