Sounds like there might be too much down trimmed into the elevator at full throttle to produce level flight. That down trim causes the plane to dive when throttled back. Recommend putting some down thrust into the engine. That will cause you to reset the elevator trim back up to a more neutral position producing level flight at high and low throttle settings.