I finally got the 3.3v Tamiya gearbox working well. Not with that H bridge board though. I got a new one that works also under the L298 chip.
So now I know that the chip can handle 3.3 volts motors without any problems. Therefore the problem was with something else on the board (I don“t know what it was).
Thanks to you all for the help!