diff --git a/plugin/trino-sqlserver/src/main/java/io/trino/plugin/sqlserver/SqlServerClient.java b/plugin/trino-sqlserver/src/main/java/io/trino/plugin/sqlserver/SqlServerClient.java
index 1cd4a5928763..4d666570add2 100644
--- a/plugin/trino-sqlserver/src/main/java/io/trino/plugin/sqlserver/SqlServerClient.java
+++ b/plugin/trino-sqlserver/src/main/java/io/trino/plugin/sqlserver/SqlServerClient.java
@@ -69,6 +69,7 @@
 import io.trino.spi.connector.JoinCondition;
 import io.trino.spi.connector.JoinStatistics;
 import io.trino.spi.connector.JoinType;
+import io.trino.spi.connector.TableNotFoundException;
 import io.trino.spi.expression.ConnectorExpression;
 import io.trino.spi.predicate.Domain;
 import io.trino.spi.predicate.ValueSet;
@@ -438,7 +439,7 @@ protected Map<String, CaseSensitivity> getCaseSensitivityForColumns(ConnectorSes
         if (tableHandle.isSynthetic()) {
             return ImmutableMap.of();
         }
-        PreparedQuery preparedQuery = new PreparedQuery(format("SELECT * from %s", quoted(tableHandle.asPlainTable().getRemoteTableName())), ImmutableList.of());
+        PreparedQuery preparedQuery = new PreparedQuery(format("SELECT * FROM %s", quoted(tableHandle.asPlainTable().getRemoteTableName())), ImmutableList.of());
 
         try (PreparedStatement preparedStatement = queryBuilder.prepareStatement(this, session, connection, preparedQuery)) {
             ResultSetMetaData metadata = preparedStatement.getMetaData();
@@ -450,6 +451,13 @@ protected Map<String, CaseSensitivity> getCaseSensitivityForColumns(ConnectorSes
             return columns.buildOrThrow();
         }
         catch (SQLException e) {
+            if (e instanceof SQLServerException sqlServerException && sqlServerException.getSQLServerError().getErrorNumber() == 208) {
+                // The 208 indicates that the object doesn't exist or lack of permission.
+                // Throw TableNotFoundException because users shouldn't see such tables if they don't have the permission.
+                // TableNotFoundException will be suppressed when listing information_schema.
+                // https://learn.microsoft.com/sql/relational-databases/errors-events/mssqlserver-208-database-engine-error
+                throw new TableNotFoundException(tableHandle.asPlainTable().getSchemaTableName());
+            }
             throw new TrinoException(JDBC_ERROR, "Failed to get case sensitivity for columns. " + firstNonNull(e.getMessage(), e), e);
         }
     }
diff --git a/plugin/trino-sqlserver/src/test/java/io/trino/plugin/sqlserver/BaseSqlServerConnectorTest.java b/plugin/trino-sqlserver/src/test/java/io/trino/plugin/sqlserver/BaseSqlServerConnectorTest.java
index 429e14d225d7..df6f1ce1b7c3 100644
--- a/plugin/trino-sqlserver/src/test/java/io/trino/plugin/sqlserver/BaseSqlServerConnectorTest.java
+++ b/plugin/trino-sqlserver/src/test/java/io/trino/plugin/sqlserver/BaseSqlServerConnectorTest.java
@@ -161,14 +161,6 @@ public void testReadMetadataWithRelationsConcurrentModifications()
         }
         catch (Exception expected) {
             // The test failure is not guaranteed
-            // TODO (https://github.com/trinodb/trino/issues/10846): shouldn't fail
-            if (expected.getMessage().contains("case sensitivity")) {
-                // this could fail on step before - during read case sensitivity information
-                assertThat(expected)
-                        // before get columns from database metadata, for SqlServer we first try to get case sensitivity
-                        .hasMessageMatching(".*Failed to get case sensitivity for columns. Invalid object name.*");
-                throw new SkipException("to be fixed");
-            }
             assertThat(expected)
                     .hasMessageMatching("(?s).*(" +
                             "No task completed before timeout|" +