Im not a piggie expert, but maybe try talking to him in a smoothe voice everyday. then maybe try putting you hand in the cage, and try petting him. When he gets comfortable try picting him up. When he does good offer yummy treats. then hopefully he will gain your trust.

hoped I help a little.