I agree, atheists have morals. Some of the best people I have met have no belief in God. The culture they live in is based on Biblical principles though. If the atheist is rejecting the belief in God/creation/etc, then they are accepting big bang/life by random chance - from nothing.
If we are created in the image of God then our value, worth, morality is derived from the Creator and our value to the Creator is demonstrated in the sacrifice of Jesus Christ. If atheism is true then there isn't even a point of reference for our worth - we are the result of random chance..
To quote Richard Dawkins “In a universe of electrons and selfish genes, blind physical forces and genetic replication, some people are going to get hurt, other people are going to get lucky, and you won't find any rhyme or reason in it, nor any justice. The universe that we observe has precisely the properties we should expect if there is, at bottom, no design, no purpose, no evil, no good, nothing but pitiless indifference.”
If atheism is true, the notion of good/evil are merely constructs of our mind (but also how can we even trust our mind/thoughts having evolved from ooze?) and good/evil/morality is based on preferences/opinions - subjective and able to change - there is no standard. If the atheist is honest then killing, stealing etc is not a problem as it is neither "good nor bad" (as that doesn't exist) and is basically one product of primordial slime impacting on another product of primordial slime.
If we come from a blind, pitiless, amoral universe that is neither good nor bad, how can the atheist make a moral judgement? You cant get an ought from an is... The atheist that makes moral judgments about a "supposed" amoral world,(created from a universe without design, purpose, meaning) is borrowing from a Judeo-Christian worldview..