The plane, which took off from Lake Ridge, splashed down in the lake after takeoff.
A boater rescued the pilot, and he was brought back to a boat ramp near the airport, the Wake County Sheriff's Office said.
The pilot was not injured.
The Durham County Sheriff's Office is leading the investigation.