Try contact adhesive. Make sure you thorougly clean the area first, and follow the instructions carefully.
Double sided Carpet Tape.....Ohh Yes.
carpet adhesive
copydex carpet adhesive would do it as well. paul
Evostick contact adhesive is excellent.