diff --git a/modoboa_installer/python.py b/modoboa_installer/python.py
index 3c07f19..fc89cf6 100644
--- a/modoboa_installer/python.py
+++ b/modoboa_installer/python.py
@@ -22,10 +22,14 @@ def get_pip_path(venv):
     return binpath
 
 
-def install_package(name, venv=None, upgrade=False, **kwargs):
+def install_package(name, venv=None, upgrade=False, binary=True, **kwargs):
     """Install a Python package using pip."""
-    cmd = "{} install {}{}".format(
-        get_pip_path(venv), " -U " if upgrade else "", name)
+    cmd = "{} install{}{} {}".format(
+        get_pip_path(venv),
+        " -U" if upgrade else "",
+        " --no-binary :all:" if not binary else "",
+        name
+    )
     utils.exec_cmd(cmd, **kwargs)
 
 
@@ -67,4 +71,4 @@ def setup_virtualenv(path, sudo_user=None, python_version=2):
             utils.exec_cmd("virtualenv {}".format(path))
         else:
             utils.exec_cmd("{} -m venv {}".format(python_binary, path))
-        install_package("pip", venv=path, upgrade=True)
+        install_packages(["pip", "setuptools"], venv=path, upgrade=True)
diff --git a/modoboa_installer/scripts/modoboa.py b/modoboa_installer/scripts/modoboa.py
index 9ac8645..a00a2c7 100644
--- a/modoboa_installer/scripts/modoboa.py
+++ b/modoboa_installer/scripts/modoboa.py
@@ -69,10 +69,11 @@ class Modoboa(base.Installer):
         packages = ["rrdtool"]
         version = self.config.get("modoboa", "version")
         if version == "latest":
-            packages += ["modoboa"] + self.extensions
+            modoboa_package = "modoboa"
+            packages += self.extensions
         else:
             matrix = compatibility_matrix.COMPATIBILITY_MATRIX[version]
-            packages.append("modoboa=={}".format(version))
+            modoboa_package = "modoboa=={}".format(version)
             for extension in list(self.extensions):
                 if not self.is_extension_ok_for_version(extension, version):
                     self.extensions.remove(extension)
@@ -84,6 +85,9 @@ class Modoboa(base.Installer):
                     packages.append("{}{}".format(extension, req_version))
                 else:
                     packages.append(extension)
+        # Temp fix for https://github.com/modoboa/modoboa-installer/issues/197
+        python.install_package(
+            modoboa_package, self.venv_path, binary=False, sudo_user=self.user)
         if self.dbengine == "postgres":
             packages.append("psycopg2-binary")
         else: