Instead of shaking the razor side to side like a disposable to rinse it clean, have you tried up and down (Gently so as not to get water everywhere) under the stream of water? I find that usually gets 90% of it off the first time.

Otherwise I'm getting in the habit of keeping a towel nearby like others have said. Use a gentle touch when wiping it so as not to kill the edge and you're in business.