Let us prove the general form of the identity given by @Richard.
$$\sum_{r=0}^\infty \binom ar \binom br \binom rc = \binom ac \binom{a+b-c}a.$$
Replacing $\binom ar \binom rc$ with:
$$
\binom ar \binom rc=\frac{a!}{r!(a-r)!}\frac{r!}{c!(r-c)!}
=\frac{a!}{c!(a-c)!}\frac{(a-c)!}{(a-r)!(r-c)!}=\binom ac\binom {a-c}{a-r},
$$
one obtains:
$$\sum_{r=0}^\infty \binom ar \binom br \binom rc =
\binom ac\sum_{r=0}^\infty \binom br \binom {a-c}{a-r}
=\binom ac \binom{a+b-c}a,
$$
where in the last equality the Vandermonde's identity was used.
Inserting $a=b=n$ and $c=n-k$ yields the identity of OP, as already was pointed out by @Richard.