Linux delete lines from ini-file where key has no value

I have a config file with different values formatted like this:

[Global]

control_ip =
control_port =
control_socket = /run/tipper.sock
control_pass =

Now I just want to delete the lines that have no value after =, of course without deleting the [Global] section header.