I'd stick your finger in the soil and feel if it doesn't have water standing in it, or if the soil is very soggy. Sometimes drain holes are ok and sometimes not; it also depends on what they are standing on. You could try elevating the container off the ground a bit (place a few stones underneath it) to promote better drainage, and see if that helps.
