How much are you taking?
High amounts, yes, can lead to anxiety and paranoia. Look up the symptoms of Cushing's syndrome.
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!