The notable exception being Nikola Tesla, who was both a mad scientist and a mad engineer.
In particular, fictional mad scientists tend to implicitly operate in the manner you describe: by the time they're building fully functional death rays with which to threaten the world, they've presumably carried out maybe tens or hundreds of experiments to see if the new form of radiation from a crystal meteorite energy source could be channelled and weaponized.