The story
From Glasgow + -ian, modelled after Galwegian (“inhabitant of Galway”), itself modelled after Norwegian (“inhabitant of Norway”). Coined by Scottish novelist, poet and playwright Walter Scott in Rob Roy (1817): see the quotation.
Etymology from Wiktionary, CC BY-SA 4.0.