Nothing is written in php5-fpm.log
The log is being written to
./var/log/upstart/php5-fpm.log
This was ridiculously annoying to find.
Thanks to Luigi (in the comments) for pointing this out.
Check your php-fpm.conf and comment below entry
catch_workers_output = yes
Restart desired services and check it worked for me.