Error: Cannot find SSL binaries under /usr

This happens with the configure script for apache cannot find the "openssl" (or "ssleay") binaries in any of
/usr/bin/openssl
/usr/sbin/openssl
/usr/apps/openssl

The usual location for "openssl" is /usr/bin/openssl

On a debian system, run

apt-get install openssl