I have had the same problem, the only solution I've found is to use a paper towel (a strong one) and wipe the adhesive off the gums. Gross, but it works.
Assuming you are referring to complete or full denture. A well made complete denture does'nt require denture adhesive to help retention. Seeing a prosthodontist to remake or relining existing denture is advised.