Solved it by playing with bigquery-spark connector with session. It is really unconvenient.

if dbt.is_incremental:

    current_table = (
        session
        .read
        .format("bigquery")
        .option("table", f"{dbt.this.schema}.{dbt.this.identifier}")
        .load()
    )