The Chhattisgarh police has arrested two people in connection with a Rs 20-crore burglary from a jewellery store in Delhi earlier this week and recovered around 18.5 kg of gold and diamond ornaments from them, a senior official said on Friday, even as the probe suggested involvement of only one person in the incident.