This is the case of Plaestinians , Yemenite Jews in Jerusalem as well as in Syria and Lebanon . In the Levant , Falafel is generally made only with chickpeas . Palestinians and Yemenite Jews in Jerusalem have historically prepared falafel only from chickpeas .