Catholic bishops said Friday night that they would not support the Obama administration's proposed compromise on a controversial rule that requires most employers to fully cover contraception in their workers' health plans.

The U.S. Conference of Catholic Bishops, which had led opposition to the regulation, issued a statement saying that they didn't believe their concerns were addressed by a new policy offered by President Barack Obama on Friday morning to allow religious employers who object to the use of birth control to...