The plane carried a total of 22 people. Three people survived the crash and two were still missing. There were three children among the 22 passengers, a source said.
One of the survivors, an Italian doctor working with an NGO, is in critical condition and undergoing surgery in Yirol Hospital, the minister said.
The plane crashed by a river and an eyewitness had earlier said bodies were recovered from the water.