A van-Frassen ish constructive empiricist argument against theory-ladenness:
1. Theory ladenness states that there is no theory-neutral observation
2. Theories on a CE account are not tested on the basis of observable phenomena but on the basis of unobservables which are inferred from the data (statistics, probability, etc).
3. Therefore, constructive empiricism cannot be theory-laden.