CENTENNIAL, Colo.—Prosecutors say they will seek the death penalty for James Holmes, the graduate student accused of killing 12 and injuring scores at a crowded movie theater last July, in a decision that will likely lead to a protracted trial.

"For James Eagan Holmes, justice is death," George Brauchler, district attorney for Arapahoe County, said at a court hearing Monday.

The...