http://en.wikipedia.org/wiki/Rice_rocket
Rice Rocket is an American slang for imported Japanese cars often modified, customised, and tuned for performance or racing use. Rice Rockets often have modifications such as added internal performance parts, body kits, lighting modifications and custom paint/decal designs.

So a ricer would be someone who drives a rice rocket
I love wikipedia