WARNING - this will disconnect those styles for those languages from the colour schemes so they will not change if the colour scheme changes.
`Tools->Configuration Files->Configuration Files->...` go on to select your filetype and the filetype configuration will open.
Edit the styling section to map lexical entities to fixed styles see [the manual](https://www.geany.org/manual/current/index.html#styling-section).
Save the file.