We use in case to express that we are doing something in preparation for something which might happen.

Take an umbrella in case it rains!

I'll buy two bottles of wine in case one is not enough.

We use in case of to say what we should do if or when something happens.

In case of burglary, don't touch anything and call the police immediately.