Methyl fructoside acrylate and methacrylate were synthesized by lipase-catalyzed glycosylation of acrylic acid, methacrylic acid and vinyl methacrylate with ${eta}$-methyl fructoside in t-butanol as a reaction medium. From the optimum conditions of enzymatic synthesis for acrylate and methacrylate, we obtained 78% conversion for methyl fructoside acrylate and 93% conversion for methyl fructoside methacrylate. The polymerizable sugar acrylates have potential application as biomedical polymer such as hodrogel contact lens.