Non-caloric artificial sweeteners are widely used in the modern human food and beverage industry to combat obesity and diabetes, increasing concerns about their long-term health impact. Here, we report that a sweet-tasting, naturally occurring, non-nutritional pentose, L-arabinose, is not a sweetener to caterpillars of the herbivorous insect species cotton bollworm, Helicoverpa armigera (Lepidoptera: Noctuidae). We used behavioral, developmental, and enzymatic approaches to demonstrate that L-arabinose could inhibit the feeding, development, and activity of intestinal sucrase in H. armigera caterpillars. Further, the sensitivities of gustatory receptor neurons in peripheral taste sensilla to other substances, for example the sucrose, fructose and plant leaf saps, were also inhibited when mixed with L-arabinose, indicating the indirect detection of L-arabinose in peripheral coding is possible. In vitro, L-arabinose inhibits H. armigera intestinal sucrase in an uncompetitive manner. Altogether, these findings demonstrate that L-arabinsoe is a feeding inhibitor to caterpillars of H. armigera. To our knowledge, this is the first report of a sugar that tastes sweet to mammals but an inhibitor both to peripheral taste sensitivity and feeding behaviors.