diff --git a/src/coord/scaleRawExtentInfo.ts b/src/coord/scaleRawExtentInfo.ts
index 52f6b8d062..658c3e2e17 100644
--- a/src/coord/scaleRawExtentInfo.ts
+++ b/src/coord/scaleRawExtentInfo.ts
@@ -234,6 +234,20 @@ export class ScaleRawExtentInfo {
             maxFixed = true;
         }
 
+        // Use this where only one of the min or max is fixed and the other not.
+        // You can see the usage of this when testing min-max-axis.html that I created as a test case.
+        // (https://github.com/apache/echarts/issues/19187)
+        if ((!maxFixed && minFixed) || (!minFixed && maxFixed)) {
+            if (min > max) {
+                max = min + 10;
+                maxFixed = true;
+            }
+            else if (max < min) {
+                min = max - 10;
+                minFixed = true;
+            }
+        }
+
         // Ensure min/max be finite number or NaN here. (not to be null/undefined)
         // `NaN` means min/max axis is blank.
         return {
diff --git a/test/min-max-axis.html b/test/min-max-axis.html
new file mode 100644
index 0000000000..81a04faf51
--- /dev/null
+++ b/test/min-max-axis.html
@@ -0,0 +1,57 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1" />
+    <script src="lib/simpleRequire.js"></script>
+    <script src="lib/config.js"></script>
+    <script src="lib/jquery.min.js"></script>
+    <script src="lib/facePrint.js"></script>
+    <script src="lib/testHelper.js"></script>
+    <!-- <script src="ut/lib/canteen.js"></script> -->
+    <link rel="stylesheet" href="lib/reset.css" />
+  </head>
+  <body>
+    <style></style>
+
+    <div id="main0"></div>
+
+    <script>
+      var option;
+
+      require(['echarts' /*, 'map/js/china' */], function (echarts) {
+        // Example data
+        const items = ['A'];
+        const data = [-100];
+        const threshold = 5;
+
+        var option = {
+          xAxis: {
+            type: 'category',
+            data: items,
+          },
+          yAxis: {
+            type: 'value',
+            min: threshold,
+          },
+          series: [
+            {
+              data: data,
+              type: 'bar',
+              label: {
+                show: true,
+                position: 'top',
+              },
+            },
+          ],
+        };
+
+        var chart = testHelper.create(echarts, 'main0', {
+          title:
+            'extreme data zoom range with filterMode: "empty": Should only **show one bar**',
+          option: option,
+        });
+      });
+    </script>
+  </body>
+</html>
