Meaning of "boosting cat food from someone"

Solution 1:

As cornbread ninja says, boost is to 'steal'. Cat food is, according to Urban Dictionary option 6 is 'crack cocaine'.

So, the overall meaning is:

No, man. I didn't steal any crack from you.

Solution 2:

To boost something means to steal it.

Slang . to engage in stealing, especially shoplifting.