[Python] Read table stuck and hangs forever

### Describe the bug, including details regarding any error messages, version, and platform.

It happens in version 11.0.0, 12.0.1

File is parquet file and it is being read from the s3 directly.
The parquet file size is 1.4 GB.

Here is the code:
batch size is 5000

for batch in pq.read_table("bucket_path", filesystem=self.s3_file_system).to_batches(batch_size)

It stucks and there is no exception or anything.

### Component(s)

Parquet, Python