One man has been taken to hospital but details of the attack have not been released as yet.
A PSNI spokeswoman said the road has been closed to traffic and diversions are in place.
However, pedestrian access will be permitted to Dunluce Health Centre.
Police are investigating a serious assault in Dunluce Avenue in Belfast.