When I tried to search with empty base DN on OpenLDAP server which had "" namingContext I got result "no such object". In the log file there was query for dn: dc=example,dc=com (!).
As a workaround, it seems it's enough to feed it with space (' ') as base DN - ldap_search($ds, ' ', '(...filter...)', ...