The past tense of absorb oneself in is absorbed oneself in.

The third-person singular simple present indicative form of absorb oneself in is absorbs oneself in.

The present participle of absorb oneself in is absorbing oneself in.

The past participle of absorb oneself in is absorbed oneself in.