After searching a little bit deeper I found the following:
MQTT not reconnecting on edit if only only one mqtt node using the config node #3927
This is a known bug and already fixed (hopefully will be released in the next version)
After adding a second MQTT node it is working as expected, MQTT connection is stable after deploying