Galileo and Copernicus got into trouble with orthodoxy not from controlled experiment, but for matching a heretical model to geophysical observation.

Contending ENSO models do in fact amount to a controlled experiment. The test is how well they predicted ENSO as the observational data comes in. Your model effectively tests directly against best orthodoxy. That is empirical cross-validation.