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Reid, on a conference call with reporters, said he agreed with Price, according to the Salt Lake Tribune.

"He said that Romney has sullied the religion that he, Prince and Romney share," Reid said. "And he’s so disappointed that, in his words, ‘It’s a good religion and he’s hiding from it.' "

Reid has been among the most vocal critics of Romney throughout the presidential campaign, suggesting frequently that Romney might not have paid income taxes and criticizing the Republican presidential nominee from the Senate floor. 

Last week, Reid teed off on Romney's "47 percent" comments during a seven-minute-long speech on the Senate floor.

"This week we learned that Mitt Romney only wants to be president of half of the United States," Reid said. "He'll only worry about how the other half lives, I guess."

On Friday, Romney released a notarized letter from his accountant affirming he had paid an effective rate of at least 13 percent in taxes every year since 1990, a move seen as a direct rebuttal to Reid's frequent charges that he avoided paying taxes. 

Rep. Jason ChaffetzJason ChaffetzEthics chief thrust into spotlight by Trump battle Sunday shows preview: Trump allies appear after John Lewis criticism White House blasts Chaffetz for threatening to subpoena ethics watchdog MORE (R-Utah) told the Tribune that Reid was taking his criticism too far in connecting politics to Romney's faith.

"Harry ReidHarry ReidDems want Sessions to recuse himself from Trump-Russia probe Ryan says Trump, GOP 'in complete sync' on ObamaCare Congress has a mandate to repeal ObamaCare MORE seems to be making this way too personal and consequently throwing the religion under the bus for his own personal gain," Chaffetz said. "That’s not where anyone should be going with this. He’s taking this two steps too far."