An efficient methodology to access various fluoroalkyl sulfoxides bearing ortho/para-functionalized amine scaffolds from arylhydroxylamines is described. The transformation was featured with new electrophilic trifluoromethylthiolated reagents, good functional group tolerance, and late-stage modification of complex bioactive scaffolds, providing a rapid access to prepare numerous trifluoromethyl- and difluoromethyl-substituted sulfoxides. Mechanism studies and density functional theory calculations suggest this reaction goes through a nucleophilic trifluoromethylthiolation of arylhydroxylamine and subsequent internal 2,3-sigmatropic rearrangement involving a sulfur and oxygen transfer process.