If you take refuge somewhere, you try to protect yourself from physical harm by going there.

A refuge is a place where you go for safety and protection, for example from violence or from bad weather.

If you take refuge in a particular way of behaving or thinking, you try to protect yourself from unhappiness or unpleasantness by behaving or thinking in that way.