A unicorn lover is normally a very dorky person who subscribes to websites that consist of ponies and unicorns. Although some can be very strange and you may not understand their obsession, some may be very cool. They may not care what other people think and carry on with their passion for the horned horse.
"Did you see her lunchbox? She must be a unicorn lover."