I would expect that kibana would choose random colors from a pleasing palette once upon chart creation, and then remember them for the sake of consistency.
if I'm not mistaken the color palette is derived from the visualization configuration. If that doesn't change, neither should the colors. Sounds very similar to this issue. To work around this you could try to set some default colors using the advances setting visualization:colorMapping.
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