Add custom font only to dashboard

I successfully added a custom font to a theme.
Sadly the font only shows up if I select the theme as theme for the whole home assistant frontend. I only want to apply the font to a specific dashboard.

So I select the default theme for HA and inside my dashboard I select the theme that has the font. The theme style gets applied but not the font. Any ideas?