diff --git a/extensions/ql-vscode/CHANGELOG.md b/extensions/ql-vscode/CHANGELOG.md
index 6ccc6abf46e..6bd2a2ca832 100644
--- a/extensions/ql-vscode/CHANGELOG.md
+++ b/extensions/ql-vscode/CHANGELOG.md
@@ -2,6 +2,8 @@
 
 ## [UNRELEASED]
 
+- Replace certain control codes (`U+0000` - `U+001F`) with their corresponding control labels (`U+2400` - `U+241F`)  in the results view. [#963](https://github.com/github/vscode-codeql/pull/963)
+
 ## 1.5.6 - 07 October 2021
 
 - Add progress messages to LGTM download option. This makes the two-step process (selecting a project, then selecting a language) more clear. [#960](https://github.com/github/vscode-codeql/pull/960)
diff --git a/extensions/ql-vscode/src/view/RawTableValue.tsx b/extensions/ql-vscode/src/view/RawTableValue.tsx
index 013715c1531..5f3ee9fa7f4 100644
--- a/extensions/ql-vscode/src/view/RawTableValue.tsx
+++ b/extensions/ql-vscode/src/view/RawTableValue.tsx
@@ -9,14 +9,14 @@ interface Props {
 }
 
 export default function RawTableValue(props: Props): JSX.Element {
-  const v = props.value;
+  const rawValue = props.value;
   if (
-    typeof v === 'string'
-    || typeof v === 'number'
-    || typeof v === 'boolean'
+    typeof rawValue === 'string'
+    || typeof rawValue === 'number'
+    || typeof rawValue === 'boolean'
   ) {
-    return <span>{v.toString()}</span>;
+    return <span>{renderLocation(undefined, rawValue.toString())}</span>;
   }
 
-  return renderLocation(v.url, v.label, props.databaseUri);
+  return renderLocation(rawValue.url, rawValue.label, props.databaseUri);
 }
diff --git a/extensions/ql-vscode/src/view/result-table-utils.tsx b/extensions/ql-vscode/src/view/result-table-utils.tsx
index 64bb10564f7..a96edd3e051 100644
--- a/extensions/ql-vscode/src/view/result-table-utils.tsx
+++ b/extensions/ql-vscode/src/view/result-table-utils.tsx
@@ -37,6 +37,9 @@ export const oddRowClassName = 'vscode-codeql__result-table-row--odd';
 export const pathRowClassName = 'vscode-codeql__result-table-row--path';
 export const selectedRowClassName = 'vscode-codeql__result-table-row--selected';
 
+const CONTROL_CODE = '\u001F'.codePointAt(0)!;
+const CONTROL_LABEL = '\u2400'.codePointAt(0)!;
+
 export function jumpToLocationHandler(
   loc: ResolvableLocationValue,
   databaseUri: string,
@@ -67,24 +70,42 @@ export function openFile(filePath: string): void {
   });
 }
 
+function convertedNonprintableChars(label: string) {
+  // If the label was empty, use a placeholder instead, so the link is still clickable.
+  if (!label) {
+    return '[empty string]';
+  } else if (label.match(/^\s+$/)) {
+    return `[whitespace: "${label}"]`;
+  } else {
+    /**
+     * If the label contains certain non-printable characters, loop through each
+     * character and replace it with the cooresponding unicode control label.
+    */
+    const convertedLabelArray: any[] = [];
+    for (let i = 0; i < label.length; i++) {
+      const labelCheck = label.codePointAt(i)!;
+      if (labelCheck <= CONTROL_CODE) {
+        convertedLabelArray[i] = String.fromCodePoint(labelCheck + CONTROL_LABEL);
+      } else {
+        convertedLabelArray[i] = label.charAt(i);
+      }
+    }
+    return convertedLabelArray.join('');
+  }
+}
+
 /**
  * Render a location as a link which when clicked displays the original location.
  */
 export function renderLocation(
-  loc: UrlValue | undefined,
-  label: string | undefined,
-  databaseUri: string,
+  loc?: UrlValue,
+  label?: string,
+  databaseUri?: string,
   title?: string,
   callback?: () => void
 ): JSX.Element {
 
-  // If the label was empty, use a placeholder instead, so the link is still clickable.
-  let displayLabel = label;
-  if (!label) {
-    displayLabel = '[empty string]';
-  } else if (label.match(/^\s+$/)) {
-    displayLabel = `[whitespace: "${label}"]`;
-  }
+  const displayLabel = convertedNonprintableChars(label!);
 
   if (loc === undefined) {
     return <span>{displayLabel}</span>;
@@ -93,7 +114,7 @@ export function renderLocation(
   }
 
   const resolvableLoc = tryGetResolvableLocation(loc);
-  if (resolvableLoc !== undefined) {
+  if (databaseUri !== undefined && resolvableLoc !== undefined) {
     return (
       <a href="#"
         className="vscode-codeql__result-table-location-link"