Backtracking is a complete search of the problem-space.
What is incomplete is the Horn-SAT problem space, which is a subset of SAT, that can be solved in polynomial time, and is what Prolog is based on.
A complete logic system would have to solve SAT, which is NP-complete.
At least that's what I understood they meant by that.