I tried doing it via Appearances as shown, but this seems to not affect code font or size
How can this be done please?
While I was waiting for someone to respond, I looked around a bit more and found the answer.
Navigate to Fonts and change font to whatever size you'd like
See https://www.jetbrains.com/help/idea/settings-editor-font.html