榛子 is hazelnut (http://www.tynews.com.cn/images/2006-01/05/xin_31010305150467178452.jpg). It is a kind of nut. It looks like chestnut but smaller and with a pointer end. In making chocolate, hazelnut is added to increase favour and cruchiness pretty much like adding peanut, cashew and almond.