A high-strength silicon nitride sintered body having a flexural strength of 130 kg/mm.sup.2 or higher and a Weibull modulus of 15 or more, which consists essentially of not less than 90% by weight of a single crystalline phase of silicon aluminum oxynitride of the formula Si.sub.6-z Al.sub.2 O.sub.z N.sub.8-z, where z is a number of from 0 to 4.2, which silicon aluminum oxynitride comprises crystals having an average longer diameter of from 2 to 5 .mu.m and an aspect ratio of from 5 to 10, said crystalline phase constituting a network structure in the sintered body, the balance being a crystalline or amorphous glassy phase comprising one or more oxides or oxynitrides of a rare earth metal, a group 3A metal, a group 2A metal or Si, wherein said sintered body contains not more than 500 ppm of one or more metallic elements selected from the group consisting of Cr, Co, Hf, Fe, Mo, Ni, Nb, Ti, W, and Zr, wherein said high-strength silicone nitride sintered body is formed from silicon nitride powder having an average particle size of not more than 0.5 .mu.m.