An injunction shall not be granted to stay the collection of state, county, city, town or village taxes unless upon condition that, before its issuance, the party obtaining it shall give security to the state in such sum as the court deems proper for the payment of damages, costs, and reasonable attorney's fees as may be incurred or suffered by the state, in case the injunction shall be dissolved.