Oxygen-independent alkyl radicals (R•) have demonstrated great promise in combating tumor hypoxia. Currently, Azo compounds have been the primary source of R•, suffering from external stimuli and decomposition during circulation. Herein, we developed a self-catalytic ATRP nanoinitiator that could generate R• via glutathione (GSH) reduction and thus selectively induce apoptosis of tumor cells. Specifically, a conjugation of laccase (possessing a copper(II) complex) and polymeric alkyl bromide, poly(iBBr), was fabricated to yield an ATRP nanoinitiator (Lac-P(iBBr)). After internalization by cells featured with overexpressed GSH, copper(II) in Lac-P(iBBr) was reduced to copper(I) by GSH, which abstracted the Br atom in poly(iBBr) to yield toxic R•. Moreover, GSH-depletion intensified the oxidative damage caused by R•. Efficient generation of R• by Lac-P(iBBr) could happen in lab flasks, living cells, and tumor-bearing mice without any external stimuli, as demonstrated by the radical product, as well as the consumption of GSH. Moreover, the self-catalytic ATRP nanoinitiator significantly induced cell apoptosis and suppressed tumor growth. Our study expands the chemical toolbox to manipulate cell fates.