I think the Ramanujan's proof is given in the article you cited (Bruce C. Berndt, Ken Ono, Ramanujan's Unpublished Manuscript on the Partition and Tau Functions with Proofs and Commentary). J. R. Wilton in his article "On Ramanujan's Arithmetical Function $\Sigma_{r,s}(n)$" https://doi.org/10.1017/S0305004100013943 writes:
"This relation follows immediately from equation (l-63) of Ramanujan's posthumous paper, Congruence properties of partitions, Math. Zeitschrift, 9(1921), 147-153 (Collected Papers, No. 30), but Ramanujan does not seem to have noticed the fact. The same formula (1-63) occurs as line 6 of Table I of the paper On certain arithmetical functions, No. 18."
As Berndt&Ono publication shows, in fact Ramanujan was well aware of this fact. I do not have access to Ramanujan's mentioned papers but I think the equation (l-63) mentioned by Wilton should be the formula (9.1) from the Berndt&Ono's article.
G.H. Hardy in his book "Ramanujan: Twelve Lectures on Subjects Suggested by His Life and Work" also states that it was Ramanujan who proved the congruence and refers to the article of G.N. Watson "Uber Ramanujansche Kongruenzeigenschaften der Zerfällungsan zahlen" http://gdz.sub.uni-goettingen.de/dms/load/img/?PPN=PPN266833020_0039&DMDID=DMDLOG_0072 for elaboration of Ramanujan's results.
An interesting history of discovery of the Ramanujan's "lost" notebook is described in https://arxiv.org/abs/1208.2694 (R.P. Schneider, Uncovering Ramanujan's "Lost" Notebook: An Oral History).