Ernst Mach held out against atomism into the 20th century. There was a kind of extreme positivism that regarded anything not directly observable (for some value of "directly observable") as a hypothesis to be avoided. The standard histories usually say that Einstein's explanation of Brownian motion in 1905 was a major turning point.