Capitol intruder Jacob C., equipped with face paint, fur hat, bull horns and spear, was arrested on Saturday.
The 32-year-old was taken into custody in Arizona, the FBI announced.
The accusation is trespassing and resistance to state power on state premises.
Angeli is a supporter of the conspiracy ideology QAnon.
Adam J. from Florida was picked up by the police on Friday - he is said to have stolen the lectern from the chairman of the House of Representatives in the Capitol.
A member of the West Virginia House of Representatives, Derrick E., was also arrested.
Jacob C. (M.) on Wednesday in the corridor outside the Senate Chamber of the Capitol in Washington
Source: dpa / Manuel Balce Ceneta
Prosecutors said the three men were being charged in federal court with illegally breaking into a specially secured building, as well as violent intrusion and improper behavior on the Capitol grounds.
Adam J. (36) had to answer for the allegation of theft of government property.
A widely shared photo shows a man carrying Pelosi's desk and waving at the camera.
Prosecutors said Derrick E. showed a video of his intrusion into the Capitol live on his Facebook page.
The West Virginia House of Representatives released a notice from the 35-year-old on Saturday in which he announced his resignation: “I take full responsibility for my actions and deeply regret any injury, pain and embarrassment that I have inflicted on my family and friends , my constituents and my fellow citizens of West Virginia. "
Jacob C. had bragged about the attack on parliament on NBC News.
“The fact that a bunch of our traitors barricaded themselves in office, put on gas masks and withdrew to the underground bunker, I consider a victory,” he said.
The documents published by the prosecutor show that C. himself called the FBI in Washington on Thursday and confirmed that he was the man with the horned headdress.
C. stated that he had come with a group from Arizona because Trump had called all "patriots" to Washington for Wednesday.
The Justice Department had already reported the arrest of Richard B. from Arkansas on Friday.
He is said to be the man who proudly had himself photographed in Pelosi's chair with one foot on the desk.
In connection with Wednesday's Capitol storm, allegations are pending in federal court against at least 14 other suspects.
At least five people were killed in the attack on Parliament, including a police officer.
Critics accuse Trump of fueling the mob at a rally shortly before the storming of the Capitol.