Do I need to tile under the laundry cabinets?

No, this is not necessary. However, it is better to do so.  If you have spills, the tiles will prevent water from soaking into the substrate. Moreover, if you decide to upgrade your cabinetry in the future, you won’t be restructured in size or choice to match the existing cabinetry.