The Justice Department has opened an investigation into the use of race in Harvard University’s admissions practices and has accused the university of failing to cooperate with the probe, according to documents reviewed by The Wall Street Journal.

The Justice Department is investigating complaints that formed the basis of a federal civil lawsuit filed in 2014 in Boston, according to the documents. That suit alleges Harvard intentionally discriminates against Asian-Americans by limiting the number of Asian students who are...