The Chicago blues is a form of blues music developed in Chicago, Illinois. It is based on earlier blues idioms, such as Delta blues, but performed in an urban style.
When you take "The Delta blues" to Chicago, it becomes "The Chicago Blues".
How about "The UK Blues" when they take it over there?