diff --git a/ckanext/dcat/harvesters/rdf.py b/ckanext/dcat/harvesters/rdf.py
index 05026f4f..58bc750d 100644
--- a/ckanext/dcat/harvesters/rdf.py
+++ b/ckanext/dcat/harvesters/rdf.py
@@ -18,7 +18,7 @@
 from ckanext.dcat.harvesters.base import DCATHarvester
 from ckanext.dcat.processors import RDFParserException, RDFParser
 from ckanext.dcat.interfaces import IDCATRDFHarvester
-
+from ckan.logic import NotFound
 
 log = logging.getLogger(__name__)
 
@@ -278,9 +278,13 @@ def import_stage(self, harvest_object):
             context = {'model': model, 'session': model.Session,
                        'user': self._get_user_name(), 'ignore_auth': True}
 
-            p.toolkit.get_action('package_delete')(context, {'id': harvest_object.package_id})
-            log.info('Deleted package {0} with guid {1}'.format(harvest_object.package_id,
-                                                                harvest_object.guid))
+            try:
+                p.toolkit.get_action('package_delete')(context, {'id': harvest_object.package_id})
+                log.info('Deleted package {0} with guid {1}'.format(harvest_object.package_id,
+                                                                    harvest_object.guid))
+            except NotFound:
+                log.info('Package {0} already deleted.'.format(harvest_object.package_id))
+            
             return True
 
         if harvest_object.content is None: