Abstract A low‐thermal‐budget fabrication approach is developed to realize high‐performance fluorine‐doped indium oxide (In 2 O 3 :F) thin‐film transistors (TFTs) with remarkable bias‐stress stability. The ultrathin transistor channel layer is prepared by a re‐developed atomic layer deposition (ALD) process of using cyclopentadienyl indium(I) (InCp) and O 2 plasma to deposit a crystalline In 2 O 3 film, followed by a new fluorine doping strategy to use CF 4 plasma to afford the In 2 O 3 :F layer. As revealed by the density functional theory (DFT) analysis, the fluorine doping can stabilize the lattice oxygen and electrically passivate the problematic V O defects in In 2 O 3 by forming the F O F i spectator defects. Therefore, the fabricated In 2 O 3 :F TFTs show simultaneously excellent electrical performance and remarkable bias‐stress stability, with high µ FE of 35.9 cm 2 V −1 s −1 , positive V th of 0.36 V, steep SS of 94.3 mV dec −1 , small hysteresis of 33 mV, and small Δ V th of −111 and 49 mV under NBS and PBS, respectively. This work demonstrates the high promise of the fluorinated ALD In 2 O 3 :F TFTs for the CMOS back‐end‐of‐line (BEOL) compatible technologies toward advanced monolithic 3D integration.