Can you still have depression related pain if you're not in a depressive episode?

I have clinical depression, but I'm not in an episode right now. However, I'm in nearly constant pain in all my joints and some muscles. I have a hard time concentrating and sleeping, and my memory is spotty. It seems pretty constant, it doesn't get worse when I'm in an episode and it doesn't get better when I'm out of one.