TheFork users who ate in Riaza have said really good things about Caballos La Vereda, La Taberna de Perorrubio and El Rincón de la Plaza - Casa Pedro. Maybe you should give them a try!
In those days what better than a traditional restaurant to retrieve the comfort of eating at home.