Find us on Facebook. The origin of the distinguished Gustafson family can be traced to the historic Scandinavian country of Sweden. The surname Gustafson is derived from the Old Norse personal name Gustav. This name is composed of the tribal name Gaut and the word staf, which means staff or cudgel.