Apparently, the server logging was disabled. I had to edit /etc/my.cnf.d/server.cnf and add the following line under section mysqld:
log-error=/var/log/mysqllog
After that, I could get proper logs which then allowed me to determine the problem (in my case it was an access right issue to the folders after a restore.)