Historically, some scientific results have been used to justify some sort of immoral actions and decisions, individually, in society, or globally. Based on this some argue that doing science when its results reasonably can be misused is not justified and have to be abandoned. Although I do agree that science in its nature is not completely value-neutral but I do not believe that we should avoid doing science when we have rational justification for believing that the outcomes will be misused. Thinking otherwise may imply at least two fallacies: the ‘One-sidedness Fallacy’ and ‘Perfect Solution Fallacy.'