Try going to that app in Settings, Apps, All, scroll to Gallery, open, and select Clear Cache.
If that doesn't do it, try a general apps cache wipe in Settings, Storage, Cached Data...select Clear Cache.
If that doesn't do it, try wiping the Cache Partition in Recovery Mode, the method of which will depend on what phone you have.
Posted via Android Central App