Mother's Day is a holiday in which robots celebrate Mom, their creator. Robots from all over the universe give gifts to her. Robots love the day and actually buy gifts instead of stealing them. She secretly throws away the presents and keeps the money.
Mother's Day is also the day that Professor Farnsworth left Mom so she hates the event.