Depression usually does indeed mean loss of libido (yes, I've been there). And the meds (Zoloft and Xanax in my case) tend to make the libido issue worse, but they can (and in my case did) save a marriage.
Obviously he needs to help himself here. I'd tell him you're ready to help him if he wants your help. But his response appears to be to run from the problem.