Can bad reviews be removed if Amazon says they're responsible?

I has a customer order that was unsatisfactory - it's displayed in my Feedback manager with ""Message from Amazon: "This item was fulfilled by Amazon, and we take responsibility for this fulfillment experience."".

But the customer still left me a bad review. Which happened 3 months after the purchase date for some reason? Can anything be done about this?