Hoplophobia
Hoplophobia is a pejorative neologism originally coined to describe an "irrational aversion to weapons, as opposed to justified apprehension about those who may wield them." It is sometimes used more generally to describe the "fear of weapons" or the "highly salient danger of these weapons " or the "fear of armed citizens".
Read more about Hoplophobia.