You may be wearing the wrong band size, or that person I used to know who said you should always buy one band size down in a strapless bra may be right.

Of course, owing to the logic of cup sizes and band sizes, that would mean you'd need to go up a cup size in them as well; I for example wear a 32C, and I'd have to buy a 30D strapless bra. Dunno.