Look for cans that are leaking through the rusty parts, too (and if your can is bulging, throw it out). The USDA also warns ...

Once canned food is opened, any unused portions ... A deep dent can produce a crease in the can which can cause air and bacteria to get in and trigger food spoilage. The same is true for rusty cans.