I was afraid you might say that, I don't know if the rich text editor is currently as configurable (I don't use it so to be honest I've not really tried).
If you are happy to write in markdown it might be worth having a look at @CalebJohn's Rich Markdown plugin instead (just go to Customisation > Plugins and type 'rich markdown' in the search to find it).
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