diff --git a/rpmlint-1.10-missing-files-exception.patch b/rpmlint-1.10-missing-files-exception.patch
new file mode 100644
index 0000000..80935c1
--- /dev/null
+++ b/rpmlint-1.10-missing-files-exception.patch
@@ -0,0 +1,44 @@
+From 3a072351314c3a3ec11650ad8efd2fc6ececf987 Mon Sep 17 00:00:00 2001
+From: Dirk Mueller <dirk@dmllr.de>
+Date: Sat, 4 Nov 2017 02:17:52 +0100
+Subject: [PATCH] Properly handle the exception on missing files
+
+Missing files raises a FileNotFoundError, not OSError. Also
+simplify logic.
+
+(cherry picked from commit d59bc2a1e2698040553c09610cb2befa1ef8d76a)
+---
+ Pkg.py | 11 +++--------
+ 1 file changed, 3 insertions(+), 8 deletions(-)
+
+diff --git a/Pkg.py b/Pkg.py
+index e257243..01d0289 100644
+--- a/Pkg.py
++++ b/Pkg.py
+@@ -714,20 +714,15 @@ class Pkg(AbstractPkg):
+                         pkgfile.magic = "symbolic link to `%s'" % pkgfile.linkto
+                     elif not pkgfile.size:
+                         pkgfile.magic = 'empty'
+-                if not pkgfile.magic and _magic:
++                if (not pkgfile.magic and
++                        not pkgfile.is_ghost and _magic):
+                     # file() method evaluates every file twice with python2,
+                     # use descriptor() method instead
+                     try:
+                         fd = os.open(pkgfile.path, os.O_RDONLY)
+-                    except OSError:
+-                        if not pkgfile.is_ghost:
+-                            raise
+-                    else:
+                         pkgfile.magic = b2s(_magic.descriptor(fd))
+-                    # libmagic up to 5.18 already closes the descriptor
+-                    try:
+                         os.close(fd)
+-                    except OSError:
++                    except FileNotFoundError:
+                         pass
+                 if pkgfile.magic is None:
+                     pkgfile.magic = ''
+-- 
+2.17.0
+
diff --git a/rpmlint.spec b/rpmlint.spec
index 3037a6c..9e0db98 100644
--- a/rpmlint.spec
+++ b/rpmlint.spec
@@ -16,7 +16,7 @@
 
 Name:           rpmlint
 Version:        1.10
-Release:        11%{?dist}
+Release:        12%{?dist}
 Summary:        Tool for checking common errors in RPM packages
 Group:          Development/Tools
 License:        GPLv2
@@ -34,6 +34,8 @@ Patch0:         rpmlint-1.10-ignore-debuginfo-useless-provides.patch
 # https://github.com/rpm-software-management/rpmlint/commit/c1945e37e2989364c5caedc05aa429a5c2d39f4d
 # https://github.com/rpm-software-management/rpmlint/commit/f267bf1c60d067436b360c68d8e956876758b268
 Patch1:		rpmlint-1.10-flake-cleanups.patch
+# https://github.com/rpm-software-management/rpmlint/commit/d59bc2a
+Patch2:         rpmlint-1.10-missing-files-exception.patch
 BuildArch:      noarch
 %if %{with python3}
 BuildRequires:  python3-devel
@@ -86,6 +88,7 @@ and source packages as well as spec files can be checked.
 %setup -q -n %{name}-%{name}-%{version}
 %patch0 -p1 -b .debuginfo-useless-provides
 %patch1 -p1 -b .flake
+%patch2 -p1 -b .missing-files
 sed -i -e /MenuCheck/d Config.py
 cp -p config config.example
 install -pm 644 %{SOURCE3} config
@@ -135,6 +138,9 @@ make check PYTHON=%{python} PYTEST=%{pytest} FLAKE8=%{flake8}
 %{_mandir}/man1/rpmlint.1*
 
 %changelog
+* Thu May 03 2018 Todd Zullinger <tmz@pobox.com>
+- Properly handle the exception on missing files (bz1574509)
+
 * Wed Apr 18 2018 Todd Zullinger <tmz@pobox.com>
 - Ignore 'no-documentation' in debugsource packages
 - Ignore /usr/src/debug/ in debugsource packages