Excuse me but isn't it Catholic doctrine that all are born with "Original Sin" therefore the answers to your questions according to Catholic doctrine is that, yes, the babies are sinners. Isn't that the reason that they have to be baptized so quickly? To wipe away the "Original sin"? Why else would you baptize a baby if they weren't "sinners".
Are you familiar with the distinction between Original Sin and Actual Sin?