The present invention relates to an adhesive composition applicable to skin comprising: (i) a polar oil or fat including (a) at least one triglyceride and/or (b) at least one fatty acid of the formula R-COH, wherein R is a C to C alkyl group and (ii) at least one homopolymer, and/or copolymer. This invention also relates to a medical adhesive device including such adhesive composition.