Here we report on the discovery of a novel fast potassium super stoichiometric silicate, with fully earth‐abundant nominal chemical composition of K2+xMg1−x/2SiO4, which exhibits near superionic K+ conductivity, up to 5 × 10−5 S cm−1 at room temperature. Fast K+ conduction is attributed to a high Continuous Symmetry Measure value in K‐polyhedrons, coupled with a low packing ratio of Corner‐Sharing‐framework. This is the first time that such a high conductivity is measured by a rock‐silicate formed only by abundant metal ions. K2+xMg1−x/2SiO4 displays excellent stability under air and humidity, which renders it a very promising candidate for economical fabrication of electrochemical devices such as potentiometric gas sensors. We demonstrated this by fabricating a gas sensor for SO2 detection, as the first demonstration of type III potentiometric gas sensors using K+ conductors. At 500 °C and SO2 concentrations in the range of 0–10 ppm, the sensor exhibited high sensitivities (69–72 mV dec−1), robust signal output (220 mV for 2 ppm of SO2), fast response times (1–6 min), and excellent stability in ambient condition.