Ok, thanks.
It was 20, now I'm trying with 120, to see will it solve this problem.
EDIT: It wasn't enough, trying with 360.
Strange thing is, now backup started when I scheduled it, i.e. not two hours later, as it was starting for days. Very strange, like changing this setting in mysql...