The peculiar thing about induction is the way in which it makes claims that we could never, even in principle, verify directly. For example, the claim that no natural number is its successor. It's impossible for finite beings to check infinitely many individual numbers. I think that this is the sort of claim you are asking about. We could assume that induction is valid (on faith, let us say), but how would that be different from assuming (on faith) that no natural number is its own successor, as well as infinitely many other claims about the natural numbers?
There are even more basic principles that can be used to derive induction, but you must keep in mind that induction doesn't work on all collections. Essentially, induction is a rigged game. We only play it where we know that we will win. The justification for induction (no, it's not faith) is in the selection/construction of a collection for which induction works.
I'm going to obscure, at first, part of an argument for induction, in order to emphasize what I consider its cornerstone. It seems to me that we should believe in induction not so much because of our concept of the natural numbers (which I won't even mention for a bit), but more because of how we construct our collection upon which we apply induction. Yes, what we construct matches our concept, that is certainly no accident.
But we don't assume our construction matches our concept.
Suppose that we have property of collections called 'special' and a specific collection 'MM' such that no proper sub-collection pp of MM is special:
$$\forall pp: pp \subsetneq MM \to \lnot special(pp)$$
Next, suppose that we determine some particular subcollection BB of MM has the special property. (Any subcollction, either proper ($\subsetneq$) or MM itself ($=$).)
$$BB \subseteq MM \land special(BB)$$
The only sub-collection of MM that BB can be is MM itself. This is, in my opinion, the essence of induction. The actual application of induction involves successfully determining that a property B(x) defining a sub-collection BB of MM defines a special collection BB. If BB is special, BB is MM, and everything in MM for which B(x) is true is just everything in MM.
$$\forall x:(x \in BB \leftrightarrow B(x) \land x \in MM )$$
$$special(BB)\to\forall x:( x\in MM \to B(x))$$
This result, $\forall x:( x\in MM \to B(x))$, is what I imagine some might imagine to be a product of "faith". Note, though, what all we haven't talked about yet, pretty much anything to do with natural numbers.
Now I "reveal" that the 'special' property is the 'inductive' property. Define
$$special(pp) \leftrightarrow 0\in pp \land \forall x:( x \in pp \to Sx \in pp)$$
Remember, MM is a collection such that its only special sub-collection is MM itself.
Consider the collection BB, where BB is defined as all the objects in MM which are not their own successor. $0$ is in BB, because $\lnot(Sx = 0)$. And, if x is in BB, then Sx is in BB, because $\lnot(x = y)\to \lnot(Sx = Sy)$. BB has the special property. BB can only be MM. But, by definition, every object in BB is not its own successor. Every one of infinitely many objects in MM is not its own successor. And it is not by faith that we know this, as you can see.
Ah HAH! one may well exclaim. But, do we not take on faith the cornerstone property?
$$\forall pp: pp \subsetneq MM \to \lnot special(pp)$$
No, we do not take it on faith. We can construct MM as the intersection of all special collections.
$$\forall x:( x \in MM \leftrightarrow \forall pp:( special(pp)\to x \in pp) )$$
Suppose that CC is a special collection which is a proper sub-collection of MM. There must be some element c of MM which is not in CC. But every element of MM is in every special collection -- by definition. c must be in CC. Contradiction. Therefore, a proper subcollection CC of MM cannot be special. Note that showing this doesn't require 'special' to be 'inductive', nor to have anything else to do with natural numbers.
Of course, we must be taking something on faith. I would give quantifying, allowing a variable to range over some domain, the Most Valuable Player award here. Quantifying over the sub-collections of MM, quantifying over the objects in MM, quantifying over some domain of collections that includes all the special collections.
And in conclusion. Induction is not something we need to take on faith. If we sometimes seem dogmatic or "faithful" with regard to its claims, I would say that's because we have trimmed our inductive claims back far enough, trimmed our inductive collection back far enough, that -- despite working with infinitely many numbers -- we know whereof we speak.