Rats are often seen as dirty and disease-carrying creatures and so the speaker is sarcastic in saying that they were excited but instead felt frightened and disgusted.
Consider the statement "I was frightened when I opened my patio door and saw a big rat.". Based on this "When I opened my patio door and saw a big rat, I was excited out of my mind" a true statement? Yes, no, or I don't know?