diff --git a/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/optimize/program/FlinkRecomputeStatisticsProgram.java b/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/optimize/program/FlinkRecomputeStatisticsProgram.java
index 8d6bebc5af44a..31d02c2c89c48 100644
--- a/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/optimize/program/FlinkRecomputeStatisticsProgram.java
+++ b/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/optimize/program/FlinkRecomputeStatisticsProgram.java
@@ -181,8 +181,10 @@ private TableStats getPartitionsTableStats(
                     for (CatalogPartitionSpec partitionSpec : catalogPartitionSpecs) {
                         partitionList.add(partitionSpec.getPartitionSpec());
                     }
-                } catch (TableNotExistException | TableNotPartitionedException e) {
+                } catch (TableNotExistException e) {
                     throw new TableException("Table not exists!", e);
+                } catch (TableNotPartitionedException e) {
+                    return TableStats.UNKNOWN;
                 }
             } else {
                 partitionList = partitionPushDownSpec.getPartitions();