When there is disruption in the nerve signal due to nervous disorder like stroke or seizure, you may have this problem of getting sweet taste in mouth. Diabetic neuropathy can also cause this problem of experiencing sweet sensation in the mouth. Treatment: You need to consult your doctor if you start sensing constant sweet taste in your mouth. He would find out the underlying cause for this problem which is only a symptom of some other disease.