AbstractAg2Se‐based materials with promising room‐temperature thermoelectric performance have been known for decades. However, thermoelectric cooling devices based on bulk Ag2Se have seldom been reported, mainly due to the phase transition ≈400 K poses a grand challenge for leg design and module integration. Herein, Ag2Se crystals with the preferred orientation have been prepared. A high carrier mobility of ≈1846 cm2 V−1 s−1 and a power factor of ≈31.2 µW cm−1 K−2 at room temperature has been realized, and results in a zT of ≈0.95 at 300 K. Importantly, by applying Ag as the contact layer, the Ag/Ag2Se/Ag joint has been prepared by one‐step sintering. By maintaining the pressure of ≈10 MPa after sintering and during the reflow soldering, the deleterious effect of the large thermal expansion can be alleviated. The contact resistance of the Ag/Ag2Se interface is as low as ≈2.9 µΩ cm2, indicating negligible electrical parasitic loss. The thermoelectric device with 7 pairs of Ag2Se and (Bi, Sb)2Te3 has been fabricated and it can achieve a maximum cooling power of ≈2.90 W and a cooling temperature difference of ≈70.4 K at the hot‐side temperature of 350 K, demonstrating the great potential of Ag2Se for cooling applications.