Hi Williz,
In WA, theft or stealing, is defined under the Criminal Code as "the unauthorised removal of another’s property, with the intention of permanently depriving the owner of it" - generally non-violent in nature. Therefore technically removing grass from council land, without their permission would amount to theft, however whether or not they would prosecute is up to them.