I'd cut them off at the base and then take them to a LFS for store credit or sell them online. If you can, break off the rock underneath it instead of cutting the mushroom at it's foot because if you leave any foot behind it may grow into a new one, plus you'll need to get it to attach to a new rock if you plan to sell/trade it.