If the road is even little bit wet like after rain or morning mist, the dirt from the road ends up in your backside without fenders unless you drive very slowly.

Find a bicycle without mudguards and ride very slowly, or just ride on clean roads on a sunny days.

When it's wet, the engine will have less traction too.