"About 80 per cent of Somalia is not safe and is not under control of the government," Nur told the AP news agency.
Nur also appealed for international support, saying the Islamists "are everywhere".
Witnesses said the fighters attacked several neighbourhoods in north and south Mogadishu in the early hours of Thursday, but there were no immediate reports of fatalities.