When you use "spoil" in the sense of "rob", you cannot use "spoilt".
Paco - I'm afraid this is not used this way anymore (it's marked obsolete in my dictionary). You can say "despoiled" -- that sounds sort of archaic, but at least people would recognize the meaning. "Spoiled" in this sense just sounds weird!