I've increased lifeTime from 10000 to 20000, but it didn't help.
gimhael is right. When I changed timescale to 0.1, all particles were dying on ground, when I changed timescale to 10, sometimes particle were dying meters above ground. We know what's happening, what I shall do now? I won't decrease particles' speed, it would look ugly.