Check the camera post processing effects that are applied by default, maybe the preview doesn't apply them. Double click the camera icon in  the world browser and uncheck natural film response and auto exposure. Maybe these are the culprit.
But keep in mind the preview is just a preview, not an accurate render. You can also up the preview quality and see if it gets closer to the rendered image.