Well, we live in a country with representative government, not a theocracy.
Yes they certainly were godly men and women, and a fair amount of the persecution that they were fleeing came from state religions. Fleeing for their lives from any religion, much less from fellow Christians, made an impression, and so we have a separation of church and state in this country.