The car bomb was detonated by armed militants, after they were spotted by security guards, Sputnik reported citing Xinhua news agency.
Several people are feared dead as a result of the incident.
The militants reportedly fired three mortar shells that hit residential areas near the airport and a military base of the African Union Mission in Somalia (AMISOM).