Nonaqueous liquid–liquid CO2 phase change absorbents (CPCAs) have garnered significant attention due to their potential for efficient and energy-saving CO2 capture in the amine-scrubbing process. This study introduces a novel nonaqueous CPCA that utilizes aminoethylethanolamine (AEEA) as the main amine absorbent, dimethyl sulfoxide (DMSO) as the organic solvent, and N-ethylmorpholine (NEM) as the phase separator. To mitigate the high viscosity of the rich phase in CPCA, diethanolamine (DEA) is introduced as a viscosity regulator, which reduces the viscosity by 79.3% by weakening the intermolecular hydrogen bonding in the CO2 products. Notably, the optimized CPCA of A20E10D40N30 demonstrates a high cyclic capacity of 2.94 mol·kg–1 and a low regeneration energy consumption of 1.79 GJ·t–1 of CO2. Overall, the efficient CO2 capture performance, low regeneration energy consumption, and minimal corrosivity make this CPCA a promising candidate for industrial CO2 capture applications.