Worse and worst are the comparative and superlative forms of the adjective bad.
Worse should be used to compare two things. These can be objects, places, people, ideas, etc. e.g. I think Italian food is worse than French food; Which is worse? Italian or French?
Worst should be used to state that one thing is inferior to multiple other things. e.g. I think French food is the worst food in Europe.