Exhibit 23.3

CONSENT OF INDEPENDENT ACCOUNTANTS

We hereby consent to the incorporation by reference in this Post-Effective Amendment No. 1 to Form S-1 on Form S-3 of Rice Midstream Partners LP of our report dated October 1, 2014 relating to the financial statements of North System, which appears in Rice Midstream Partners LP’s Annual Report on Form 10-K for the year ended December 31, 2014. We also consent to the reference to us under the heading “Experts” in such Registration Statement.

/s/ PricewaterhouseCoopers LLP

Houston, Texas

January 29, 2016