Also, I used to feel that way when I'd quit drinking on my own. I've now come to understand that during those times I was a "dry drunk."
Here's an interesting explanation of what dry drunk means.
For me, going to AA has helped tremendously with the anxiety and depression, so I'm now neither a drunk nor a dry drunk