ABC News is reporting the plane took off from Volk Field Air National Guard Base near the city of Tomah before crashing near Oxford late Tuesday morning.
A witness said the plane, "came so low I could see the missiles and now it's burning in the woods."
The condition or identities of the passengers are unknown.