MySQL locking up with "Waiting for Table Level Lock"

For the last 2 days the MySQL Database has been locking up with queries that have been holding up the processes queue.

Waiting queries are reporting "Waiting for Table Level Lock" State in the Client connections.

Anyone have any suggestions to alleviate this?