I just applied for a US passport, will my passport be denied if I owe back child support?

Yes, it can be denied. Best to check with the child support agency you have worked through and discuss bringing it up to date. It can take some time, so if you need a passport fairly soon, it would be wise to take care of it as soon as possible.