The Piper Cherokee aircraft had taken off Friday evening from Lehigh Valley International Airport near Allentown.
There were reports that witnesses heard a sputtering sound before the plane went down.
Emergency responders were searching woods and fields for the wreckage when the pilot and co-pilot walked out onto a nearby road.
Airport spokeswoman Susan Kittle says an investigation will be conducted.
