The dry season in Colombia is from December to March and in July and August so these are good dates, especially if you plan on going hiking in the interior. However, Colombia is a year-round destination, particularly along the Caribbean coast where good weather is practically guaranteed every day of the year.
The town of Medellin is also famed for its year-round eternal spring!