Thank you for the very fast response!
Display with tax. But I think (and hope) that I have the soloution.
I use the Plugin “Cachify”.
The Setting was “Calculate Tax base on Customer shipping adress”.
I think the problem happens, when the cache was generated from a visitor outside from Germany.
Is this possible? Now I changed the setting to “Store base address”.