Arthur Wagner, 48, until recently a leading party member in the state of Brandenburg, told the Bild newspaper today that his decision was in part sparked by the church's acceptance of same-sex marriage and the presence of priests at gay pride marches.
"One of the reasons (for the conversion) is tied to changes that have taken place in the church, which no longer reflects my values," he told the daily.
Christopher Street Day is an annual gathering of the LGBT community in several German and Swiss cities.
Wagner's conversion is perhaps all the more surprising given that he formerly held an official position within the Protestant church.
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He converted in October but only announced the decision last week, when he quit his leadership role in the AdF, although he remains a party member.
His decision has not gone down well in the party, which is strongly anti-Islam.
"Many members are waiting for him to quit the party. Unfortunately our statutes do not allow us to kick him out," he said.
Wagner told Bild he had received a few threats since announcing his decision.
"Someone told me I should leave Germany before I start making bombs."
The AfD came in third in Germany's general elections in September, with nearly 13 percent of the vote.
Although it began as an anti-euro party, its rhetoric has veered right to primarily rail against immigration and Islam.
Key AfD members have challenged Germany's culture of atonement over World War II and the slaughter of six million Jews in the Holocaust.
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