Ahead of the Christian Democrats’ leadership election in 2018, Willsch publicly endorsed Friedrich Merz to succeed Angela Merkel as the party's chair. In early 2020, he co-founded an informal cross-party group of MPs from the CDU, CSU and FDP parties who opposed a potential coalition government between CDU/CSU and the Green Party.