It sure is to blame. Evidence shows you need wisdom, discipline, and an impossibly high bar of encyclopedic knowledge of every feature of C and all common libc's combined with an inhuman perfection of never once making a single typo, and a vast amount of tooling to analyze the code and find some of the bugs that made it through anyway.
The best, most trusted, most accomplished C programmers I could name still have a track record of writing vulnerabilities triggered by C footguns, not just garden variety logic bugs that could affect code written in any language. Can I write more diligent C code than the OpenBSD team? Than the Linux devs? Than Fabrice "I made everything" Bellard? Not a chance, but C has bitten each of them. Us mortals don't stand a chance.