The incident took place at about 5pm, it added. No other details are available.
The area is near a stage of the People's Democratic Reform Committee at Ratchaprasong intersection.
Six people were sent to Rajavithi Hospital, five to Ramathibhodi and another five to Chulalongkorgn hospitals, the centre said.
Big C decided to close the store after the incident.