Point of Diffie-Hellman key exchange when public keys are known
Diffie-Hellman allows for forward secrecy. In the protocol you describe, if the private key is ever leaked all previously exchanged keys are leaked.

If we only use RSA to authenticate keys created with Diffie-Hellman, past keys are safe even if you lose control over your private key in the future.