I’d use either drat! or rats! myself (and both are in the OED), but here we get them in a portmanteau, in the Baldo comic strip:
It might not be in the OED, but it’s made it to the Urban Dictionary. And there are plenty of relevant Google hits.
(Hat tip to Sim Aberson.)