If by similar people, you include agnostics, I will elaborate on this agnostic's views. If not, I still have a few points of contention with your post.
1) To blame something, one must first admit that it exists. Since atheists do not believe in God, they cannot blame him for anything.
2) Atheists usually do not think God "went" anywhere, they believe he never existed at all.
Your post just kind of comes off sounding like atheists are angry at a God who has abandoned them, rather than believing he is a myth.