I just want to catch and release steelhead, not keep any. Do I still have to have a steelhead tag?

You do need a steelhead tag if you are targeting steelhead, whether you release the fish or not. A fair number of anglers do release most or all of the steelhead they catch, but they must have a valid tag in their possession.