According to the CBS Minnesota broadcaster, the incident took place at about 22:40 on Saturday GMT.
The crashed plane was heading from the Alexandria Municipal Airport for the Flying Cloud Airport in Eden Prairie, Asian News International reported.
The exact number of victims is still unknown.
The National Transportation Safety Board and the Federal Aviation Administration have launched an investigation into the incident.