Debuggers allow to "look around" the running code. This is really helpful in large systems, where you don't necessarily even know all the components.

It's fine when you're working in a nice segregated part of the system, where everything is well-defined. But it's not always the case.

Also, single-stepping is a nice mental tool, kinda like rubber-ducking. You single-step and explain to yourself what is going on.