diff --git a/pygmt/tests/baseline/test_basemap_polar.png b/pygmt/tests/baseline/test_basemap_polar.png
index 99d8b2d190d..d0985e096ea 100644
Binary files a/pygmt/tests/baseline/test_basemap_polar.png and b/pygmt/tests/baseline/test_basemap_polar.png differ
diff --git a/pygmt/tests/baseline/test_coast_iceland.png b/pygmt/tests/baseline/test_coast_iceland.png
index 14a33962956..39229254797 100644
Binary files a/pygmt/tests/baseline/test_coast_iceland.png and b/pygmt/tests/baseline/test_coast_iceland.png differ
diff --git a/pygmt/tests/baseline/test_colorbar_positioned_using_justification_code.png b/pygmt/tests/baseline/test_colorbar_positioned_using_justification_code.png
index 7f26712d622..8332c230bc2 100644
Binary files a/pygmt/tests/baseline/test_colorbar_positioned_using_justification_code.png and b/pygmt/tests/baseline/test_colorbar_positioned_using_justification_code.png differ
diff --git a/pygmt/tests/baseline/test_config_font_annot.png b/pygmt/tests/baseline/test_config_font_annot.png
index 128649c6310..6fe3f7923d9 100644
Binary files a/pygmt/tests/baseline/test_config_font_annot.png and b/pygmt/tests/baseline/test_config_font_annot.png differ
diff --git a/pygmt/tests/baseline/test_config_font_one.png b/pygmt/tests/baseline/test_config_font_one.png
index 6cbcdee45d2..942fcc43c13 100644
Binary files a/pygmt/tests/baseline/test_config_font_one.png and b/pygmt/tests/baseline/test_config_font_one.png differ
diff --git a/pygmt/tests/baseline/test_legend_entries.png b/pygmt/tests/baseline/test_legend_entries.png
index 0ac7e1928c9..5123459b6d1 100644
Binary files a/pygmt/tests/baseline/test_legend_entries.png and b/pygmt/tests/baseline/test_legend_entries.png differ
diff --git a/pygmt/tests/test_basemap.py b/pygmt/tests/test_basemap.py
index 989c181d809..6ebebe95f60 100644
--- a/pygmt/tests/test_basemap.py
+++ b/pygmt/tests/test_basemap.py
@@ -54,9 +54,6 @@ def test_basemap_power_axis():
     return fig
 
 
-@pytest.mark.xfail(
-    reason="Baseline image not updated to use earth relief grid in GMT 6.1.0",
-)
 @pytest.mark.mpl_image_compare
 def test_basemap_polar():
     "Create a polar basemap plot"
diff --git a/pygmt/tests/test_coast.py b/pygmt/tests/test_coast.py
index 7b44ca2619c..a1bd8addc68 100644
--- a/pygmt/tests/test_coast.py
+++ b/pygmt/tests/test_coast.py
@@ -25,9 +25,6 @@ def test_coast():
     return fig
 
 
-@pytest.mark.xfail(
-    reason="Baseline image not updated to use earth relief grid in GMT 6.1.0",
-)
 @pytest.mark.mpl_image_compare
 def test_coast_iceland():
     "Test passing in R as a list"
diff --git a/pygmt/tests/test_colorbar.py b/pygmt/tests/test_colorbar.py
index 593126208cc..eb4f5155170 100644
--- a/pygmt/tests/test_colorbar.py
+++ b/pygmt/tests/test_colorbar.py
@@ -37,9 +37,6 @@ def test_colorbar_positioned_using_map_coordinates():
     return fig
 
 
-@pytest.mark.xfail(
-    reason="Baseline image not updated to use earth relief grid in GMT 6.1.0",
-)
 @pytest.mark.mpl_image_compare
 def test_colorbar_positioned_using_justification_code():
     """
diff --git a/pygmt/tests/test_config.py b/pygmt/tests/test_config.py
index 8ffb7b1b84c..3a95604310a 100644
--- a/pygmt/tests/test_config.py
+++ b/pygmt/tests/test_config.py
@@ -40,9 +40,6 @@ def test_config():
     return fig
 
 
-@pytest.mark.xfail(
-    reason="Baseline image not updated to use earth relief grid in GMT 6.1.0",
-)
 @pytest.mark.mpl_image_compare
 def test_config_font_one():
     """
@@ -57,9 +54,6 @@ def test_config_font_one():
     return fig
 
 
-@pytest.mark.xfail(
-    reason="Baseline image not updated to use earth relief grid in GMT 6.1.0",
-)
 @pytest.mark.mpl_image_compare
 def test_config_font_annot():
     """
diff --git a/pygmt/tests/test_legend.py b/pygmt/tests/test_legend.py
index 1fa98d6733a..525574c5f90 100644
--- a/pygmt/tests/test_legend.py
+++ b/pygmt/tests/test_legend.py
@@ -44,9 +44,6 @@ def test_legend_default_position():
     return fig
 
 
-@pytest.mark.xfail(
-    reason="Baseline image not updated to use earth relief grid in GMT 6.1.0",
-)
 @pytest.mark.mpl_image_compare
 def test_legend_entries():
     """