Thermal bib tights. Mine are rated 0-15C / 30-60F and are made with breathable fabric.
I have a similar pair that are waterproof and they make me sweat. I don’t like them.
Many coaches recommend using knee warmers somewhere around 19C / 66F. Your knees have no protection from fat deposits, just a thin layer of skin. Protect your knees.