Currently there is no support for dark mode on reader, To simulate dark mode like experience we have to change settings in Preferences -> Accessibility -> Replace Document Colors. If we select the 'Replace Document Colors' option and in that we select 'Use High-Contrast Colors' and check the 'Change the color of line art as well as text', the bookmarks text color also switches to dark making it unreadable.

Adding screenshots for your reference.