I started growing parsnips about 5 years ago when I started a veg box scheme. Given their reputation for poor germination I have used primed and pelleted seed and sow quite late - late April usually. Sowing 3 seeds per station I have always got full rows of parsnips.
It may be worth trying primed pelleted seed which has had germination initiated for faster germination in the soil.