The chief minister has issued a direction for getting the incident investigated by the revenue divisional commissioner (central division), official sources said.
Gandhi, who is also the editor of 'Utkal Prasang', a monthly magazine published by the state government, was injured and his vehicle damaged in the attack allegedly by supporters of a BJD MLA.
The leader was first taken to the hospital on Jajpur Road and then to the SCB Medical College and Hospital in Cuttack, police said.
According to the FIR filed by him with the Jajpur Road police, Gandhi was dragged out of his car and beaten up by four motorcycle-borne youths, suspected to be supporters of Korei MLA Pritiranjan Ghadai.
The assailants fled when some of Gandhi's followers, who had congregated at a temple nearby, rushed to the spot after hearing his cries for help.
Ghadai, however, denied his involvement in the incident.