The turboprop plane hit eight houses, and a military spokesman said three of the fatalities were confirmed to have been on the ground.
He said the Fokker F-27 was on a routine training flight when it crashed.
An Air Force spokesperson said seven people were on the plane including the pilot, co-pilot, instructor and trainees.