Treat the depression
Adolescents with asperger's disorder not uncommonly have anxiety
, possibly secondary to feeling so different from others their age.
Depression is highly treatable both with medications and with talk therapies. The latter would need someone who knows about asperger's disorder and can establish a relationship with your son, but therapy is quite possible and apt to help.