A subtle thought that is in error may yet give rise to fruitful inquiry that can establish truths of great value.
Theories are not so much wrong as incomplete
Science does not promise absolute truth, nor does it consider that such a thing necessarily exists. Science does not even promise that everything in the Universe is amenable to the scientific process.