diff --git a/connector/connect/server/src/main/scala/org/apache/spark/sql/connect/planner/SparkConnectPlanner.scala b/connector/connect/server/src/main/scala/org/apache/spark/sql/connect/planner/SparkConnectPlanner.scala
index 10528843e407..4868f5f66410 100644
--- a/connector/connect/server/src/main/scala/org/apache/spark/sql/connect/planner/SparkConnectPlanner.scala
+++ b/connector/connect/server/src/main/scala/org/apache/spark/sql/connect/planner/SparkConnectPlanner.scala
@@ -31,13 +31,9 @@ import org.apache.spark.connect.proto
 import org.apache.spark.connect.proto.{ExecutePlanResponse, SqlCommand, StreamingQueryCommand, StreamingQueryCommandResult, StreamingQueryInstanceId, WriteStreamOperationStart, WriteStreamOperationStartResult}
 import org.apache.spark.connect.proto.ExecutePlanResponse.SqlCommandResult
 import org.apache.spark.connect.proto.Parse.ParseFormat
-import org.apache.spark.connect.proto.StreamingQueryCommand
-import org.apache.spark.connect.proto.StreamingQueryCommandResult
-import org.apache.spark.connect.proto.StreamingQueryInstanceId
 import org.apache.spark.connect.proto.StreamingQueryManagerCommand
 import org.apache.spark.connect.proto.StreamingQueryManagerCommandResult
 import org.apache.spark.connect.proto.StreamingQueryManagerCommandResult.StreamingQueryInstance
-import org.apache.spark.connect.proto.WriteStreamOperationStart
 import org.apache.spark.connect.proto.WriteStreamOperationStart.TriggerCase
 import org.apache.spark.ml.{functions => MLFunctions}
 import org.apache.spark.sql.{Column, Dataset, Encoders, ForeachWriter, RelationalGroupedDataset, SparkSession}
diff --git a/pom.xml b/pom.xml
index 8e91e9f9cbe9..aa4376856d01 100644
--- a/pom.xml
+++ b/pom.xml
@@ -2855,9 +2855,9 @@
               <arg>-explaintypes</arg>
               <arg>-target:jvm-1.8</arg>
               <arg>-Wconf:cat=deprecation:wv,any:e</arg>
+              <arg>-Wunused:imports</arg>
               <!--
                 TODO(SPARK-33805): Undo the corresponding deprecated usage suppression rule after fixed
-                <arg>-Wunused:imports</arg>
               -->
               <arg>-Wconf:cat=scaladoc:wv</arg>
               <arg>-Wconf:cat=lint-multiarg-infix:wv</arg>
@@ -2891,6 +2891,12 @@
               <arg>-Wconf:cat=unchecked&amp;msg=outer reference:s</arg>
               <arg>-Wconf:cat=unchecked&amp;msg=eliminated by erasure:s</arg>
               <arg>-Wconf:msg=^(?=.*?a value of type)(?=.*?cannot also be).+$:s</arg>
+              <!--
+                TODO(SPARK-43850): Remove the following suppression rules and remove `import scala.language.higherKinds`
+                from the corresponding files when Scala 2.12 is no longer supported.
+              -->
+              <arg>-Wconf:cat=unused-imports&amp;src=org\/apache\/spark\/graphx\/impl\/VertexPartitionBase.scala:s</arg>
+              <arg>-Wconf:cat=unused-imports&amp;src=org\/apache\/spark\/graphx\/impl\/VertexPartitionBaseOps.scala:s</arg>
             </args>
             <jvmArgs>
               <jvmArg>-Xss128m</jvmArg>
diff --git a/project/SparkBuild.scala b/project/SparkBuild.scala
index 27cdca55ddee..7c9b7d9f1701 100644
--- a/project/SparkBuild.scala
+++ b/project/SparkBuild.scala
@@ -256,8 +256,7 @@ object SparkBuild extends PomBuild {
           // see `scalac -Wconf:help` for details
           "-Wconf:cat=deprecation:wv,any:e",
           // 2.13-specific warning hits to be muted (as narrowly as possible) and addressed separately
-          // TODO(SPARK-33499): Enable this option when Scala 2.12 is no longer supported.
-          // "-Wunused:imports",
+          "-Wunused:imports",
           "-Wconf:cat=lint-multiarg-infix:wv",
           "-Wconf:cat=other-nullary-override:wv",
           "-Wconf:cat=other-match-analysis&site=org.apache.spark.sql.catalyst.catalog.SessionCatalog.lookupFunction.catalogFunction:wv",
@@ -283,7 +282,11 @@ object SparkBuild extends PomBuild {
           // 4. `fruitless type test: a value of TypeA cannot also be a TypeB`
           "-Wconf:cat=unchecked&msg=outer reference:s",
           "-Wconf:cat=unchecked&msg=eliminated by erasure:s",
-          "-Wconf:msg=^(?=.*?a value of type)(?=.*?cannot also be).+$:s"
+          "-Wconf:msg=^(?=.*?a value of type)(?=.*?cannot also be).+$:s",
+          // TODO(SPARK-43850): Remove the following suppression rules and remove `import scala.language.higherKinds`
+          // from the corresponding files when Scala 2.12 is no longer supported.
+          "-Wconf:cat=unused-imports&src=org\\/apache\\/spark\\/graphx\\/impl\\/VertexPartitionBase.scala:s",
+          "-Wconf:cat=unused-imports&src=org\\/apache\\/spark\\/graphx\\/impl\\/VertexPartitionBaseOps.scala:s"
         )
       }
     }
diff --git a/sql/catalyst/src/main/scala-2.13/org/apache/spark/sql/catalyst/expressions/ExpressionSet.scala b/sql/catalyst/src/main/scala-2.13/org/apache/spark/sql/catalyst/expressions/ExpressionSet.scala
index a615223ef79a..ba18b7a2b86c 100644
--- a/sql/catalyst/src/main/scala-2.13/org/apache/spark/sql/catalyst/expressions/ExpressionSet.scala
+++ b/sql/catalyst/src/main/scala-2.13/org/apache/spark/sql/catalyst/expressions/ExpressionSet.scala
@@ -17,7 +17,7 @@
 
 package org.apache.spark.sql.catalyst.expressions
 
-import scala.collection.{mutable, IterableFactory, IterableOps}
+import scala.collection.mutable
 import scala.collection.mutable.ArrayBuffer
 
 object ExpressionSet {