No I don't think atheists need to give evidence of disbelief since they don't seem to see any evidence to believe. I kinda don't even like the term atheist. It is term describing a disbelief in something that likely doesn't exist. As if the word describes a disbelief from the perspective that some deity actually exists. Is there a word to describe not believing in things that don't exist?