I'm a side sleeper as well and I have been using Ohropax Classic earplugs for years. They are made out of wax, so you can roll and bend them a bit. This way they fit in my ears, nothing sticks out.

German company, but available in the US: http://www.amazon.com/Ohropax-Reusable-cotton-Plugs-Carrying...