Boyshorts and thicc thighs

I LOVE wearing boyshorts. They’re usually super comfortable and I like the feeling of my butt being covered. Buuut they always roll up on my thigh and just get uncomfortable throughout the day. How do I prevent this? I tried the deodorant to stop chaffing(?) but it doesn’t really help with stopping the rolling up.