How can I fix it ?
Properties of the layer (either by RMB or double-click), choose the
style-tab, change to
classified, run the classification based on the column containing your values, choose a fitting colorramp.
Also, QGIS does only know how to style new layers if a
.qml-file with the same name as that layer is saved at the same place.