Rabbits!

"Rabbits!" was an negative exclamation favoured by Tegan Jovanka. She used it to indicate displeasure or frustration at an event. (PROSE: Graham Dilley Saves the World and elsewhere)

Behind the scenes
The exclamation does not seem to particularly be popular, real world slang. It may have simply been a Janet Fielding-ism or an invention of the writers.