Moratti took the very unusual step of leaving at half-time, when Bologna were only leading 2-0.
"It's only normal he is very disappointed, as we're not giving him everything he expects and deserves," said Zanetti.
"We all take responsibility and must try to turn this around. The President worked so hard over all these years to help us achieve success. I'm sure he'll be upset and disappointed, as are we."