Weinberg became a Member of the German Bundestag in the 2005 elections. Between 2005 and 2013, he was a member of the Committee on Education, Research and Technology Assessment. In this capacity, he was his parliamentary group's rapporteur on the validation of foreign studies and degrees. From 2009 to 2021, he served on the Committee on Family Affairs, Senior Citizens, Women and Youth.
