diff --git a/python-urllib3.spec b/python-urllib3.spec
index fa3a7e5..c678bc8 100644
--- a/python-urllib3.spec
+++ b/python-urllib3.spec
@@ -2,7 +2,7 @@
 
 Name:           python-%{srcname}
 Version:        1.22
-Release:        4%{?dist}
+Release:        5%{?dist}
 Summary:        Python HTTP library with thread-safe connection pooling and file post
 
 License:        MIT
@@ -28,7 +28,6 @@ Requires:       python-six
 Requires:       python-backports-ssl_match_hostname
 
 # Secure extra requirements
-Requires:       python2-pyOpenSSL
 Requires:       python-cryptography
 Requires:       python-idna
 Requires:       python-ipaddress
@@ -66,7 +65,6 @@ BuildRequires:  python3-tornado
 Requires:       ca-certificates
 Requires:       python3-six
 Requires:       python3-pysocks
-Requires:       python3-pyOpenSSL
 Requires:       python3-cryptography
 Requires:       python3-idna
 Requires:       python3-pysocks
@@ -142,6 +140,9 @@ py.test-3
 
 
 %changelog
+* Mon Apr 16 2018 Jeremy Cline <jeremy@jcline.org> - 1.22-5
+- Drop the dependency on PyOpenSSL, it's not needed (rhbz 1567862)
+
 * Thu Jan 25 2018 Tomas Hoger <thoger@redhat.com> - 1.22-4
 - Fix FTBFS - Move RECENT_DATE to 2017-06-30