In reply to Mr Harry:
Start with a plain water wash first; that will shift most of the chalk. If it doesn't, use a soap-based cleaner (soapflakes, Nikwax Tech Wash, Grangers' Extreme cleaner etc.).
If you want it to remain water repellent (and you do...), don't use detergent.