"I just became the happiest man alive!! My beautiful Queen and I are having a baby!!" the Huntsville, Ala. native told his Twitter followers on Tuesday.
Dodson achieved Internet notoriety several years ago when a local Alabama news station interviewed him regarding the attempted rape of his sister.
"Hide your kids, hide your wife," Dodson warned his community at the time. "Because they're raping everybody out here."
Though Dodson, 27, was openly gay when the video came out, he has since joined the Hebrew Israelites, renounced his sexuality and gotten a girlfriend.
"I'm no longer into homosexuality, I want a wife and family," he wrote on Facebook last May.
I just became the happiest man alive!! My beautiful Queen and I are having a baby!!— Kevin Antoine Dodson (@antoinedodson24) September 18, 2013