I got stuck in using the attribute table for the feature class.
It is common sense that one object ID is assigned to one feature.
Most of my data were in that sense, and I had no problem of using the data.
However, this data is kind of weird that when I select the row (one object ID which must be relevant with only one feature!) it selects multiple polygons on the map.
Anyone has some ideas to fix this?