Provided is an adhesive sheet for adhesion to the skin, which has sufficient adhesiveness and causes low skin irritation. The adhesive sheet comprises a support and an adhesive layer formed on the support, in which the adhesive layer contains at least a thermoplastic elastomer and a non-volatile hydrocarbon oil. Further provided is a transdermal absorption preparation having sufficient adhesiveness and drug releaseability and causes low skin irritation. The transdermal absorption preparation comprises an adhesive sheet as described herein and a drug or a pharmaceutically acceptable salt thereof that is contained in the adhesive layer of the sheet.