Yes. The way I think about it, to be conscious, one has to be conscious of something. The only way to do that is to have a representation of that thing in memory. When the representation matches incoming sense data we then perceive the relevant thing.
Thus, a single atom cannot be conscious. It could at a stretch be regarded as a miniature body, perhaps, but could it contain a memory system? Presumably not.