WASHINGTON—The Democratic Party has picked Milwaukee to hold its 2020 national convention, choosing to nominate its challenger to President Trump in the battleground state of Wisconsin.

Democratic National Committee Chairman Tom Perez announced Monday that Milwaukee would play host to the convention from July 13-16, 2020.

The Midwest city...