I get anxiety/depression when I up my dosage of cortef but it usually goes away after a week or so. DHEA makes me depressed, too. That seems not to be going away!
How much are you taking?
High amounts, yes, can lead to anxiety and paranoia. Look up the symptoms of Cushing's syndrome.