Depends on the fear. Well, i wouldn't say "weird"... I don't even know you. But there are reality-based reasons to fear public transport (muggers & pickpockets in some places), exaggerated fears (getting lost, catching the flu), and delusional fears (dangerous space aliens). Or there may be fear without a focus at all. Maybe talk it over with a therapist if this fear hurts your travel ability or comfort.