Unlike malleable polymers or metals, ceramics and many other inorganic materials are harder to process, because of their brittle nature and high melting points. If these refractory materials can be liquefied at lower temperatures, their fusion, molding, casting, mixing, deformation, segmentation, carving, and polishing will be greatly facilitated. Herein, a stress‐induced liquefaction mechanism that transforms “ice‐like” (shrinking upon melting) materials into supercooled liquids at room temperature, opening a route for processing refractory substances, is reported. Furthermore, this discovery sheds light on key puzzles in materials science, particularly how life fuses and modifies bioceramics in water under ambient conditions.