One more way with Power Query
Code:
let
Source = Excel.CurrentWorkbook(){[Name="Table1"]}[Content],
Source2 = Excel.CurrentWorkbook(){[Name="Table2"]}[Content],
MQ = Table.NestedJoin(Source, {"Column1"}, Source2, {"Column1"}, "Table2", JoinKind.RightAnti),
#"Expanded Table2" = Table.ExpandTableColumn(MQ, "Table2", {"Column1"}, {"Column1.1"}),
#"Removed Columns" = Table.RemoveColumns(#"Expanded Table2",{"Column1"})
in
#"Removed Columns"