Rev. Charles Worley's sermon at Providence Road Baptist Church in Maiden came just days after voters approved Amendment One, which is the referendum that defined marriage as between only a man and a woman.
The group planning the protest Sunday is asking for people opposed to Worley's comments to gather outside the church for a peaceful demonstration.
In his speech, a man, identified on YouTube as Worley, condemned President Obama's new stance on same-sex marriage and calls for gays and lesbians to be put in an electrified pen where they'll eventually die off.
"Build a great, big, large fence - 150 or 100 mile long - put all the lesbians in there," said Worley.
The video was reportedly filmed on May 13.