diff --git a/news/7625.bugfix b/news/7625.bugfix
new file mode 100644
index 000000000..3a675f8d2
--- /dev/null
+++ b/news/7625.bugfix
@@ -0,0 +1 @@
+Fix normalizing path on Windows when installing package on another logical disk.
diff --git a/src/pip/_internal/operations/install/wheel.py b/src/pip/_internal/operations/install/wheel.py
index 3f96c487a..36877ca5e 100644
--- a/src/pip/_internal/operations/install/wheel.py
+++ b/src/pip/_internal/operations/install/wheel.py
@@ -262,7 +262,11 @@ def _record_to_fs_path(record_path):
 def _fs_to_record_path(path, relative_to=None):
     # type: (text_type, Optional[text_type]) -> RecordPath
     if relative_to is not None:
-        path = os.path.relpath(path, relative_to)
+        # On Windows, do not handle relative paths if they belong to different
+        # logical disks
+        if os.path.splitdrive(path)[0].lower() == \
+                os.path.splitdrive(relative_to)[0].lower():
+            path = os.path.relpath(path, relative_to)
     path = path.replace(os.path.sep, '/')
     return cast('RecordPath', path)