diff --git a/lib/dalli/client.rb b/lib/dalli/client.rb
index c0b9de73..a16ae6db 100644
--- a/lib/dalli/client.rb
+++ b/lib/dalli/client.rb
@@ -73,7 +73,7 @@ def get_multi(*keys)
         keys.flatten.each do |key|
           begin
             perform(:getkq, key)
-          rescue Dalli::DalliError => e
+          rescue DalliError, NetworkError => e
             Dalli.logger.debug { e.message }
             Dalli.logger.debug { "unable to get key #{key}" }
           end