The valid inference about what was known about Bellevue's reputation from the excerpt provided is:
Bellevue's mistreatment of patients was known at the time.
This inference is supported by the context of the excerpt, which suggests a negative view of Bellevue, especially with the reference to it being an "insane place" and the comment from the ambulance driver about never getting out.