Ahead of the Christian Democrats’ leadership election in 2018, Weinberg publicly endorsed Annegret Kramp-Karrenbauer to succeed Angela Merkel as the party's chair. He later expressed support for Jens Spahn but eventually endorsed Norbert Röttgen as Kramp-Karrenbauer's successor at the party's 2021 leadership election.