Moments later, explaining the court stenographer would not be able to keep up if Williams continued to argue over him, Judge Russo ordered his mouth sealed shut, the MailOnline reported.
"I'm going to tape it, and I'll unzip it when I want you to talk," he said.
Video of the incident shows Williams surrounded by police as one applies a thick piece of red duct tape over his mouth.
When he sees the officers approach, he tries to stand up but is pushed back down into his seat by one officer, who then applies the tape tightly.
Williams had previously been sentenced to 14 years for the crimes after pleading guilty, but won an appeal when a jury found he had been misinformed about his possible early release date.
During his re-trial, the 32-year-old cut his ankle bracelet and disappeared.
On Tuesday, he was eventually sentenced to 24 years jail.