Intellectually, removing a piece of gear from the chain must remove distortion.
Yet, so many experienced audiophiles try passive and return to active preamps because they “sound better” in their systems.
Thus, the only explanation for this is that the brain “likes” certain types and amounts of distortion. A more complex topic is how distortion from different parts of the chain interact.