Date Range Picker Invalid Dates

This could just be me using it wrong, but I am pulling a set of invalid dates from my database, and adding them to my date range pickers Invalid Dates area, however the dates will not disable on the published site.
I tried different date formats of only yyyy-MM-dd, with the time, without the time, etc, but nothing seems to want to invalidate any of the days.