Your Dom is being a bit insensitive. As redEva pointed out, safety should be the first concern in both partners perspective when engaging in bdsm play. And besides, is not as if you did not try to please him.
Don't walk away just yet. Talk to him and see if he can tell the difference between refusing and being unable to comply with his request.
If he can not tell the difference, this lifestyle is not for him.