in this case, the data are not merely problematic, but actually relevant to the study's conclusion. excluding those data is certainly more confounding than including them, because those data are relevant to the conclusion of the study.

Imagine if you did a study on whether air bags in automobiles reduced fatalities, and excluded 'problematic' data involving cases where the occupants were injured by the air bag.