The businessman was returning home in his Swift car, when the robbers, in an Esteem car, blocked his vehicle, fired at him and took away his bag containing Rs 18 lakh cash.
Chhabra has been admitted to hospital in serious condition.
Delhi police has launched a manhunt for the robbers.