diff --git a/lib/matplotlib/__init__.py b/lib/matplotlib/__init__.py
index b7cac2a11fa1..81792d2dc68f 100644
--- a/lib/matplotlib/__init__.py
+++ b/lib/matplotlib/__init__.py
@@ -948,7 +948,7 @@ def rc_params_from_file(fname, fail_on_error=False, use_default_template=True):
 
     Parameters
     ----------
-    fname : str
+    fname : str or path-like
         Name of file parsed for Matplotlib settings.
     fail_on_error : bool
         If True, raise an error when the parser fails to convert a parameter.
diff --git a/lib/matplotlib/style/core.py b/lib/matplotlib/style/core.py
index e151b27b8181..577c9f51e7a5 100644
--- a/lib/matplotlib/style/core.py
+++ b/lib/matplotlib/style/core.py
@@ -72,7 +72,7 @@ def use(style):
 
     Parameters
     ----------
-    style : str, dict, or list
+    style : str, dict, Path or list
         A style specification. Valid options are:
 
         +------+-------------------------------------------------------------+
@@ -82,14 +82,17 @@ def use(style):
         | dict | Dictionary with valid key/value pairs for                   |
         |      | `matplotlib.rcParams`.                                      |
         +------+-------------------------------------------------------------+
-        | list | A list of style specifiers (str or dict) applied from first |
-        |      | to last in the list.                                        |
+        | Path | A path-like object which is a path to a style file.         |
         +------+-------------------------------------------------------------+
+        | list | A list of style specifiers (str, Path or dict) applied from |
+        |      | first to last in the list.                                  |
+        +------+-------------------------------------------------------------+
+
     """
     style_alias = {'mpl20': 'default',
                    'mpl15': 'classic'}
-    if isinstance(style, str) or hasattr(style, 'keys'):
-        # If name is a single str or dict, make it a single element list.
+    if isinstance(style, (str, Path)) or hasattr(style, 'keys'):
+        # If name is a single str, Path or dict, make it a single element list.
         styles = [style]
     else:
         styles = style
@@ -97,7 +100,7 @@ def use(style):
     styles = (style_alias.get(s, s) if isinstance(s, str) else s
               for s in styles)
     for style in styles:
-        if not isinstance(style, str):
+        if not isinstance(style, (str, Path)):
             _apply_style(style)
         elif style == 'default':
             # Deprecation warnings were already handled when creating
@@ -123,7 +126,7 @@ def context(style, after_reset=False):
 
     Parameters
     ----------
-    style : str, dict, or list
+    style : str, dict, Path or list
         A style specification. Valid options are:
 
         +------+-------------------------------------------------------------+
@@ -133,8 +136,10 @@ def context(style, after_reset=False):
         | dict | Dictionary with valid key/value pairs for                   |
         |      | `matplotlib.rcParams`.                                      |
         +------+-------------------------------------------------------------+
-        | list | A list of style specifiers (str or dict) applied from first |
-        |      | to last in the list.                                        |
+        | Path | A path-like object which is a path to a style file.         |
+        +------+-------------------------------------------------------------+
+        | list | A list of style specifiers (str, Path or dict) applied from |
+        |      | first to last in the list.                                  |
         +------+-------------------------------------------------------------+
 
     after_reset : bool
diff --git a/lib/matplotlib/tests/test_style.py b/lib/matplotlib/tests/test_style.py
index 552b87e4aa14..0accfa005f5f 100644
--- a/lib/matplotlib/tests/test_style.py
+++ b/lib/matplotlib/tests/test_style.py
@@ -68,6 +68,16 @@ def test_use_url(tmpdir):
             assert mpl.rcParams['axes.facecolor'] == "#adeade"
 
 
+def test_single_path(tmpdir):
+    mpl.rcParams[PARAM] = 'gray'
+    temp_file = f'text.{STYLE_EXTENSION}'
+    path = Path(tmpdir, temp_file)
+    path.write_text(f'{PARAM} : {VALUE}')
+    with style.context(path):
+        assert mpl.rcParams[PARAM] == VALUE
+    assert mpl.rcParams[PARAM] == 'gray'
+
+
 def test_context():
     mpl.rcParams[PARAM] = 'gray'
     with temp_style('test', DUMMY_SETTINGS):