It’s the default behaviour of dig not to use the search-option.
From the manual page:
+[no]search Use [do not use] the search list defined by the searchlist or domain directive in resolv.conf (if any). The search list is not used by default.
Edit: Just add +search
to make it work, like dig +search myhost
.