Jizya Tax, a Penalty on Non-Muslims or a Contract of Coexistence?

Islam is a social religion and has many rules and regulations to organize the relationship among members of the society. One of these rules that has become a rather controversial one is Jizya tax. What is Jizya exactly? When is the Jizya levied?