Their hasty departure will weigh on their claim that the Conservatives are the ones who want to shut down the government. Refusing to participate can be an excellent way to stop the business of government.
It certainly was not a matter of conscience. That would require a conscience in the first place. Funding the murder (call if an abortion, if you must) of 1,000,000 future humans each year proves the absence of a conscience.