Abstract High‐concentration electrolytes have been reported to form an anion‐derived, inorganic‐rich solid electrolyte interphase on lithium metal electrodes; however, these electrodes suffer from high Li corrosion by the coordinated anions and consequent anion depletion. Herein, the study reports a composite layer comprising single‐ion conducting ceramic (SICC) nanoparticles and a gel polymer electrolyte (GPE), which can suppress the Li corrosion in a high‐concentration electrolyte based on lithium bis(fluorosulfonyl)imide (LiFSI) and a weakly solvating solvent ( N , N ‐dimethylsulfamoyl fluoride, FSA). The lithium‐ion space charges formed at the SICC/GPE interface reduce the coordination of anions in the composite layer, suppressing their decomposition. A Li | LiNi 0.8 Co 0.1 Mn 0.1 O 2 (NCM811) pouch bi‐cell with a composite layer‐coated thin lithium metal anode (N/P = 1, thickness: 20 µm) delivers projected gravimetric (316 Wh kg −1 ) and projected volumetric (1433 Wh L −1 ) energy densities and exhibits stable operation for 350 cycles, with 70% capacity retention at 1/3 C charge–discharge rate. The engineering of the solvation structure through the inorganic–organic composite layer represents a practical strategy for developing corrosion‐resistant lithium metal anodes in high‐concentration electrolytes.