I'm not sure being a scientist was that unfashionable 100 years ago anyway: research labs were a thing, academic work was arguably more prestigious than it is today, fortunes were being made from inventions especially in fields where there were low hanging fruit, competitions and societies and exhibitions to celebrate scientific achievement had come into existence and the idea of inventiveness was even tied up in popular contemporaneous notions of national and racial superiority. There might be more subfields and more research to build on nowadays, but the stereotype of scientists being underpaid eccentrics certainly hasn't gone away and nor has the fact a mathematics prodigy can make a lot more money working in financial services than academic research.
I'm also unconvinced scientific progress has slowed because today's geniuses are working on interpreting our genetic code, modelling solutions to climate change and solving scaling problems in computation rather than drawing taxonomy diagrams, inventing new types of consumer electronics and breaking the land speed record.