My cat used to do the same. But then I found out that she likes the color red (or orange). Once I switched to that collar it would only come off every few days and seemed more like an accident. She also likes the bell and when she first got it would proudly walk in a way that made a lot of noise.

So idk if this helps, but maybe try different colors and configurations and find what your cat likes. Also tightness has a lot to do with it.