When are you a Buddhist?

I know labelling people is not in the spirit of Buddhism. I am for example member of a Buddhist society, not because I'm so eager to be one but because in my country each religious society gets quite some money for having members (and if your not a member, the church gets the money). But when do people (not born into a Buddhist country) call themselves Buddhists?