How to improve the accessibility of immobilized cellulase to insoluble cellulose and recover immobilized enzyme from remaining insoluble substrate is a challenge to the efficient hydrolysis of cellulose into glucose. The objective of this work is to solve the problems mentioned above by the immobilization of cellulase onto poly(methacrylamide-coacrylic acid) (PMAAc), developing a reversibly soluble− insoluble biocatalyst with upper critical solution temperature (UCST) of 16 °C. The as-prepared PMAAc−cellulase with a new UCST of 19 °C exhibited significantly improved pH, temperature, storage, and operation stabilities compared with that of free catalyst, and about 82.4% of its original activity was retained even after ten cycles. Cellulase systems containing endo-β-1,4-glucanase (EG), cellobiohydrolase (CBH), and βglucosidase (β-G) are coimmobilized at an optimum ratio on PMAAc by adjusting the additive amount of β-G, which can obtain higher hydrolysis efficiency. It was found that the coimmobilization of cellulase and β-glucosidase at the optimum ratio of 2.5:1 (w/w) showed excellent performance for the hydrolysis of cellulose, and the yield of glucose was up to 89.1% at 50 °C (>UCST) after 24 h, which was 58.4% and 15.4% higher than that of PMAAc−cellulase and free cellulase and β-glucosidase, respectively. The coimmobilized PMAAc−cellulase and β-glucosidase still retained 61.48% of its original productivity after eight cycles of hydrolysis. This novel UCST-type polymer−enzyme catalytic system displays great potential in cellulose biorefining.