Leith was founded in 1910 along a Milwaukee Road branch line that separated from the railroad's Pacific Extension in McLaughlin, South Dakota, and ran to New England, North Dakota. The name was given by railroad officials and comes from the harbor town of Leith near Edinburgh, Scotland.

Some historic photos of Leith.