They are Hong Kongers or Hongkongites according to the Random House Unabridged Dictionary. English is extremely awkward in this respect. There are lots of towns and other places for which there is no noun that denotes a person living there.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.