Media reports on the incident say that the firing took place at a coffee shop known as 'Mocha Bar'.
The man came to the shop after a woman, who came back looking for her wallet was turned away by the staff.
While the woman claimed to have left her wallet there on Tuesday, Dec 22 night after a party, the staff asserted that no purse was found.
The woman reportedly got into a heated argument with the staff before leaving the place.
After she left, a man walked in and randomly opened fire. He fled scene after firing.
The police has detained the woman for questioning.
No one were injured in the incident.