The effective Li separation in high Na/Li (or K/Li) ratio solution is a challenging issue for Li recovery industry. Here we present a novel functionalized ionic liquid (IL) with high Li selectivity and electroconductivity. This IL is synthesized with the deprotonated thenoyltrifluoroacetone ([TTA]−) anion and methyltributylammonium ([N4441]+) cation. The Li extraction performance and selectivity of [N4441][TTA], as well as extraction mechanism were systematically investigated. Then the [N4441][TTA] is integrated into cellulose triacetate (CTA). An ionic-liquid-based membrane named NTC is produced consisting of 36.1 wt% [N4441][TTA]. The NTC membrane shows a high Li initial flux of 1.89 × 10-2 mol⋅m−2⋅h−1. At a mass ratio Li: Na: K of 1:1:1, the separation factor of Li over the Na and K are 28.86 and 38.26, respectively. Finally, electrodialysis is employed to further enhance the Li transport. The initial flux significantly increases to 2.34 × 10-2 mol⋅m−2⋅h−1 when the current density is 1.5 mA⋅cm−2. This membrane is expected to be used for Li extraction from Na- and K-rich brine solutions.