I assume Whatsapp encryption is equivalent to https, your connection to the server is encrypted and “impossible” to be intercepted and decrypted, but on the server end everything arrives as clear text, so the only people that can watch your conversation is the recipient of the messages and whatsapp.
Reading whatsapp definition of e2ee seems to be the case, I stand corrected.