Is it possible to do container escapes on occasion? Yes, but each of those is a bug in the Linux kernel that is assigned a CVE and fixed.
Running as non-root in the container is an additional layer of security but it’s not all-or-nothing: doing so doesn’t make you perfectly secure (privilege escalation bugs will continue to exist) and not doing so doesn’t constitute “nothing whatsoever”.