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At first, one who has this issue needs to change the log level of pointcloud_to_laserscan node to DEBUG. For example with rqt_logger_level tool.

After this, logs show the reason of rejected (inf) points.

In my case, min_height parameter was 0.0, so all points below this value were rejected. So setting the parameter to a negative value solved it.