It is what season is about, start from fresh. Everyone need to start at lv 1 with no gear, no matter you create a new seasonal hero or rebirth a hero.
Season lasts for ~3 months. At the end, all seasonal heroes shall be converted to non-seasonal automatically.
If you don’t want to start over again, just play non-season.