Natural philosophy and alchemy were names for science before science. Alchemy had a connotation of being very ceremonial; knowledge had to spread by group gatherings and word of mouth.

Cutting edge science today would have been called alchemy historically. Artificial intelligence, gene editing, etc. Fortunately scientists have a pretty good reputation now, where alchemists of the past had to research and convene in secret.