Suspect Cole Tomas Allen was taken into custody alive after shots were fired near the gala venue.
President Trump, Pete Hegseth and Marco Rubio were evacuated safely, with no injuries reported.
Investigators are examining a manifesto in which Allen allegedly criticised the Trump administration.