Original: However, colloquial usage of the term "Long Island" refers only to Nassau and Suffolk counties; the more dense and urban Brooklyn and Queens are not usually referred to as "Long Island", since they are politically part of New York City.
Simplified: The term "Long Island" usually only means Nassau and Suffolk because Brooklyn and Queens are part of New York City.