Bee hives can get stuck repeatedly making noises. Reloading does not fix the issue.
Example here: https://www.youtube.com/watch?v=AJB7jc5ebgU&feature=youtu.be
It seems to be attached to the NBT data of the block, as when all Bee Hives are removed the sound stops, and placing down a bee hive without NBT data doesn't cause the sound to start again.
Example here: https://www.youtube.com/watch?v=p4N7eJL_d1s&feature=youtu.be
Thank you for your report!
We're actually already tracking this issue in MC-159383, so I resolved and linked this ticket as a duplicate.
If you would like to add a vote and any extra information to the main ticket it would be appreciated.
If you haven't already, you might like to make use of the search feature in the future to see if the issue has already been reported.