The federal government was funded by the states under the Articles of Confederation. The states didn't give enough money to fund the government, so they got rid of it and created a federal government that could collect its own taxes.

Federalism works when when the governmental bodies involved function within the boundaries of the rules that have been set out for them via, for instance, a constitution. This rarely happens. It's still better than the alternatives.