Al-Shabaab originally banned foreign aid organizations from providing aid in southern Somalia in 2009, describing them as Western spies and Christian crusaders.
The ban included the United Nations Development Programme, World Food Programme and CARE International. The World Food Programme has said that a new dialogue -- but not negotiations -- is under way with the group.
Raage accused the groups of having a political agenda in declaring a famine in Somalia.
''The U.N. said that there is famine in Somalia. That is not true. It is a lie and they are politicizing the issue," he said. "We only have drought in Somalia, not famine."
Aid groups issued an urgent appeal this week for international help, saying Somalia faces a famine that has left half of the population in dire need.
Somalia is battling its worst drought in 60 years, sending tens of thousands walking for days into both Kenya and Ethiopia in search of food and water.
"Nearly 3.7 million people are now in crisis," U.N Secretary-General Ban Ki-moon said.
Aid agencies estimate that 10 million people in Kenya, Ethiopia, Djibouti, Uganda and Somalia are at risk of famine.
Conflict in Somalia is adding to the problem as government forces battle militants in the capital of Mogadishu. The Horn of Africa nation has not had an effective government for two decades.