I believe people in the Democratic Party where referred to as Republicans at that time.
The Democrats and the Whigs were the two major parties in 1850. The Republican Party grew out of the defunct Whigs plus some antislavery Democrats and a few minor parties.
There was once a Democratic-Republican Party, founded by Jefferson and Madison. It slit apart in 1824.