How to favour a particular class during classification using XGBoost?
XGBoost has the scale_pos_weight parameter to help with this, depending on how you want to evaluate it (see tuning notes). It should be the ratio of negative count to positive count (or inverse based on how you indexed your classes).

An example in Python is here.