Immigration officials carried out small-scale raids over the weekend, kicking off what President Trump had promised would be a broad effort to round up people in the country illegally.

Immigration and Customs Enforcement agents attempted raids in at least two neighborhoods in New York City on Saturday, according to a person familiar with the matter, a day prior to when the president had said the agency would begin national roundups of people illegally in the U.S.

In...