Maricopa County Sheriff Joe Arpaio, the self-described "toughest sheriff in the United States" best known for his jail's pink underwear and illegal-immigrant sweeps, said he would not resign despite claims that his office misspent funds and failed to investigate 400 sex-crime cases.