Williams, 23, who won a silver medal in the 2000 Olympics, remains a fugitive.
Also indicted on the same charges were Dorian Broadnax, 26, of Cincinnati, and Marshall Martinez, 23, a Californian.
Broadnax and Martinez were arrested last week in Cincinnati, Williams' hometown.
The charges carry a prison sentence of 10 years to life.
