Here's the quick fix. Login to Coldfusion Admin > Server Settings > Memory Variables. Check 'Use J2EE session variable', click 'Submit Changes', and then restart the Coldfusion Server for the changes to take effect.

This problem still happens on new servers because J2EE is not turned on by default.