WORKAROUND
1. Delete the old connection completely (very important)
2. Create a completely new connection. Make sure the MySQL port is 3306 or the port where the database listen. (Very important)
3. Try to connect now.
SOLUTION
Waiting for a fix in a future version of Toad Edge.