We can't avoid learning and discovering the power of nature and what makes stuff up. It is governments and the military who see the potential to kill or destory others. Most scientists want to make the world a better place, to do that we need to experiment, learn and develop our knowledge.
Once that knowledge is published it ends up out of our hands how others use it.