Unable to connect with Whatsapp contacts

I am unable to connect with some Whatsapp contacts even though they are active on Whatsapp. We have exchanged invites via email, and are regularly in touch via phone, but each time I try to send a message through Whatsapp, I am told that they are not on Whatsapp, even though that isn't true! What to do?