diff --git a/x-pack/plugins/ml/public/application/components/data_grid/data_grid.scss b/x-pack/plugins/ml/public/application/components/data_grid/data_grid.scss
new file mode 100644
index 0000000000000..2e2f4e7af0a25
--- /dev/null
+++ b/x-pack/plugins/ml/public/application/components/data_grid/data_grid.scss
@@ -0,0 +1,6 @@
+.mlDataGrid {
+  .euiDataGridRowCell--boolean {
+    text-transform: none;
+  }
+}
+
diff --git a/x-pack/plugins/ml/public/application/components/data_grid/data_grid.tsx b/x-pack/plugins/ml/public/application/components/data_grid/data_grid.tsx
index f613c5fdb3450..fad2439f5d5ee 100644
--- a/x-pack/plugins/ml/public/application/components/data_grid/data_grid.tsx
+++ b/x-pack/plugins/ml/public/application/components/data_grid/data_grid.tsx
@@ -34,6 +34,7 @@ import { TopClasses } from '../../../../common/types/feature_importance';
 import { DEFAULT_RESULTS_FIELD } from '../../../../common/constants/data_frame_analytics';
 import { DataFrameAnalysisConfigType } from '../../../../common/types/data_frame_analytics';
 
+import './data_grid.scss';
 // TODO Fix row hovering + bar highlighting
 // import { hoveredRow$ } from './column_chart';